{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# # RAMI Benchmarking \n",
    " The goal of the RAMI4PILPS experiment[^1] is to evaluate different approaches by which Land Surface Models in larger Earth System Models quantify the radiation transfer within vegetation canopies. The RAMI4PILPS can be interpreted as a quality control mechanism used to: \n",
    "\n",
    "1) quantify the errors in the radiative transfer scheme;\n",
    "\n",
    "2) identify the impact that structural and spectral sub-grid variability may have on radiative transfer; and \n",
    "\n",
    "3) verify the conservation of energy at the level of the surface, as well as inconsistencies arising from different levels of assumptions/simplifications. \n",
    "\n",
    "This approach involves direct comparison with reference solutions obtained from highly accurate 3D models identified during the third phase of the RAMI benchmarking exercise[^2]. \n",
    "\n",
    "A set of 3D experiments compares the partitioning of incident solar energy into an absorbed (A) flux, a transmitted (T) flux component and the surface reflectance (R). The overall canopy structure for these test cases is reminiscent of open forest canopies with randomly oriented foliage, confined to spherical volumes located at varying heights above the ground.\n",
    "In here, we use a total of 36 test cases including various canopy density, soil brightness, and illumination conditions for the visible (VIS) (400-700nm) and near infra-red (NIR) (700-3000nm) spectral ranges. \n",
    "\n",
    " [^1]: J.L. Widlowski, B. Pinty, M. Clerici, Y. Dai, M. De Kauwe, K. de Ridder, A. Kallel, H. Kobayashi, T. Lavergne, W. Ni-Meister, A. Olchev, T. Quaife, S. Wang, W. Yang, Y. Yang, and H. Yuan (2011), RAMI4PILPS: An intercomparison of formulations for the partitioning of solar radiation in land surface models, Journal of Geophysical Research, 116, G02019, 25, DOI: 10.1029/2010JG001511.\n",
    " \n",
    " [^2]: Widlowski, J-L., M. Taberner, B. Pinty, V. Bruniquel-Pinel, M. Disney, R. Fernandes, J.-P. Gastellu-Etchegorry, N. Gobron, A. Kuusk, T. Lavergne, S. Leblanc, P. Lewis, E. Martin, M. Mottus, P. J. R. North, W. Qin, M.Robustelli, N. Rochdi, R.Ruiloba, C.Soler, R.Thompson, W. Verhoef, M. M.Verstraete, and D. Xie (2007), 'The third RAdiation transfer Model Intercomparison (RAMI) exercise: Documenting progress in canopy reflectance modelling', Journal of Geophysical Research, 112, D09111, 28, DOI: 10.1029/2006JD007821. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "## Use Julia Plots package and switch to plotly js option:\n",
    "using Plots\n",
    "pyplot()\n",
    "\n",
    "#----------------------------------------------------------------------------\n",
    "\n",
    "# First, we include Revise (good for debugging) and Parameters (tools for structures)\n",
    "\n",
    "#using Revise\n",
    "using Parameters\n",
    "using Statistics\n",
    "#----------------------------------------------------------------------------\n",
    "\n",
    "# Now include the Land modules\n",
    "\n",
    "using Land\n",
    "using Land.CanopyRT\n",
    "#----------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Float64,1}:\n",
       " 0.68454729\n",
       " 0.46726832\n",
       " 0.16354338"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Defining all reference values for the Sparse case \n",
    "\n",
    "\n",
    "RAMI_SZA = [27.,60.,83.]\n",
    "\n",
    "RAMI_fabsRed_050_BLK =  [0.09380509999999999, 0.16259713, 0.53931207]\n",
    "RAMI_frefRed_050_BLK =  [0.00330673, 0.00517598, 0.01626682]\n",
    "RAMI_ftranRed_050_BLK =  [0.90288817, 0.83222689, 0.44442110999999995]\n",
    "RAMI_fabsRed_150_BLK =  [0.28137804, 0.46514268999999997, 0.89063486]\n",
    "RAMI_frefRed_150_BLK =  [0.00923676, 0.01379672, 0.02970703]\n",
    "RAMI_ftranRed_150_BLK =  [0.7093851999999999, 0.52106059, 0.07965811]\n",
    "RAMI_fabsRed_250_BLK =  [0.46852539, 0.70426097, 0.9461774300000001]\n",
    "RAMI_frefRed_250_BLK =  [0.01445858, 0.02016963, 0.03477486]\n",
    "RAMI_ftranRed_250_BLK =  [0.51701603, 0.2755694, 0.01904771]\n",
    "RAMI_fabsRed_050_MED =  [0.10897124, 0.17760124000000002, 0.54764719]\n",
    "RAMI_frefRed_050_MED =  [0.09759354, 0.09107608, 0.06177913]\n",
    "RAMI_ftranRed_050_MED =  [0.90337609, 0.83265704, 0.44469279]\n",
    "RAMI_fabsRed_150_MED =  [0.31403827, 0.49003033, 0.89432051]\n",
    "RAMI_frefRed_150_MED =  [0.06195053, 0.05151941, 0.03561715]\n",
    "RAMI_ftranRed_150_MED =  [0.7104761399999999, 0.52197456, 0.07977039000000001]\n",
    "RAMI_fabsRed_250_MED =  [0.50540545, 0.72429659, 0.94742381]\n",
    "RAMI_frefRed_250_MED =  [0.03953053, 0.03315039, 0.03580858]\n",
    "RAMI_ftranRed_250_MED =  [0.51811911, 0.27616192, 0.01909098]\n",
    "RAMI_fabsRed_050_SNW =  [0.21471034, 0.28200132, 0.60564705]\n",
    "RAMI_frefRed_050_SNW =  [0.7526521700000001, 0.6879087300000001, 0.37825442000000004]\n",
    "RAMI_ftranRed_050_SNW =  [0.90659694, 0.83583194, 0.44718138]\n",
    "RAMI_fabsRed_150_SNW =  [0.5431621799999999, 0.66519762, 0.9201217300000001]\n",
    "RAMI_frefRed_150_SNW =  [0.43100610000000006, 0.31581022999999997, 0.07698033]\n",
    "RAMI_ftranRed_150_SNW =  [0.71754777, 0.52755972, 0.08049832999999999]\n",
    "RAMI_fabsRed_250_SNW =  [0.76512258, 0.86538802, 0.9562473199999999]\n",
    "RAMI_frefRed_250_SNW =  [0.21595537, 0.124503, 0.043056080000000004]\n",
    "RAMI_ftranRed_250_SNW =  [0.5256125, 0.280805, 0.01935]\n",
    "\n",
    "RAMI_fabsNIR_050_BLK =  [0.04188343, 0.07274452000000001, 0.24100884]\n",
    "RAMI_frefNIR_050_BLK =  [0.033454239999999996, 0.05472391, 0.17891176]\n",
    "RAMI_ftranNIR_050_BLK =  [0.92466233, 0.87253157, 0.5800794]\n",
    "RAMI_fabsNIR_150_BLK =  [0.1334535, 0.22169851000000002, 0.42073783]\n",
    "RAMI_frefNIR_150_BLK =  [0.09744051000000001, 0.15314946000000002, 0.33329437]\n",
    "RAMI_ftranNIR_150_BLK =  [0.76910599, 0.62515203, 0.2459678]\n",
    "RAMI_fabsNIR_250_BLK =  [0.23394282, 0.35396922000000003, 0.46386535]\n",
    "RAMI_frefNIR_250_BLK =  [0.15761001, 0.2319992, 0.39099052]\n",
    "RAMI_ftranNIR_250_BLK =  [0.60844717, 0.41403157999999995, 0.14514412999999998]\n",
    "RAMI_fabsNIR_050_MED =  [0.054370659999999994, 0.08547336, 0.25007769]\n",
    "RAMI_frefNIR_050_MED =  [0.21168520000000002, 0.22133924, 0.28852533]\n",
    "RAMI_ftranNIR_050_MED =  [0.9340088299999999, 0.8821422699999999, 0.58716846]\n",
    "RAMI_fabsNIR_150_MED =  [0.16424751, 0.24776159, 0.43111234000000004]\n",
    "RAMI_frefNIR_150_MED =  [0.21422398999999998, 0.24624797999999998, 0.36978966999999996]\n",
    "RAMI_ftranNIR_150_MED =  [0.79094998, 0.6439175699999999, 0.2533698]\n",
    "RAMI_fabsNIR_250_MED =  [0.27409287, 0.38176366, 0.473585]\n",
    "RAMI_frefNIR_250_MED =  [0.22649945, 0.27795485, 0.40721736999999997]\n",
    "RAMI_ftranNIR_250_MED =  [0.63554044, 0.43303829, 0.15168952000000002]\n",
    "RAMI_fabsNIR_050_SNW =  [0.07514770999999999, 0.10651483, 0.26529625]\n",
    "RAMI_frefNIR_050_SNW =  [0.50400231, 0.49535178, 0.46933011999999996]\n",
    "RAMI_ftranNIR_050_SNW =  [0.9495712500000001, 0.89831541, 0.59876721]\n",
    "RAMI_fabsNIR_150_SNW =  [0.21784508, 0.29322135, 0.44918252000000003]\n",
    "RAMI_frefNIR_150_SNW =  [0.41475434, 0.40704062, 0.43282195]\n",
    "RAMI_ftranNIR_150_SNW =  [0.82897242, 0.67630421, 0.2662354]\n",
    "RAMI_fabsNIR_250_SNW =  [0.34668661, 0.4322433, 0.49112654999999994]\n",
    "RAMI_frefNIR_250_SNW =  [0.34992203000000005, 0.36066338000000003, 0.43639102]\n",
    "RAMI_ftranNIR_250_SNW =  [0.68454729, 0.46726832, 0.16354338]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "arrayOfLeaves = Array{leafbio{FT,length(wl), length(wle), length(wlf),length(wle)*length(wlf)}, 1}(undef, CanopyRT.canopy.nlayers)\n",
    "for i = 1:CanopyRT.canopy.nlayers\n",
    "    #@show i\n",
    "    arrayOfLeaves[i] = leafbio{FT, length(wl), length(wle), length(wlf),length(wle)*length(wlf)}()\n",
    "    CanopyRT.fluspect!(arrayOfLeaves[i], CanopyRT.optis)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to adjust leaf spectral properties from broadband to multispectral?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CanopyRT.fluspect!(leaf, CanopyRT.optis)\n",
    "\n",
    "plot(wl,leaf.ρ_SW ,label=\"leaf reflectance\")\n",
    "plot!(wl,leaf.τ_SW,label=\"leaf transmittance\" )\n",
    "scatter!([wl[28],wl[52]],[Statistics.mean(leaf.ρ_SW[1:34]),Statistics.mean(leaf.ρ_SW[35:114])],label=\"leaf reflectance average\")\n",
    "scatter!([wl[28],wl[52]],[Statistics.mean(leaf.τ_SW[1:34]),Statistics.mean(leaf.τ_SW[35:114])],label=\"leaf transmittance average\")\n",
    "scatter!([wl[28],wl[52]],shape=:x,color=[:green],[0.0735,0.3912],label=\"RAMI leaf reflectance\" )\n",
    "scatter!([wl[28],wl[52]],shape=:x,color=[:purple],[0.0566,0.4146],label=\"RAMI leaf transmittance\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizing reflectance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reflectance\n",
    "#Original\n",
    "plot(wl,leaf.ρ_SW ,label=\"leaf reflectance original\")\n",
    "scatter!([wl[28],wl[52]],[Statistics.mean(leaf.ρ_SW[1:34]),Statistics.mean(leaf.ρ_SW[35:114])],label=\"Broadband leaf reflectance\" )\n",
    "\n",
    "#Normalizing:\n",
    "\n",
    "# leaf reflectance RED        \n",
    "leaf.ρ_SW[1:34] = leaf.ρ_SW[1:34].*(Statistics.mean(leaf.ρ_SW[1:34])/0.0735)^-1\n",
    "leaf.ρ_SW[35:114] = leaf.ρ_SW[35:114].*(Statistics.mean(leaf.ρ_SW[35:114])/0.3912)^-1\n",
    "\n",
    "\n",
    "\n",
    "plot!(wl[1:34],leaf.ρ_SW[1:34],label=\"leaf reflectance normalized PAR\")\n",
    "plot!(wl[35:114],leaf.ρ_SW[35:114],label=\"leaf reflectance normalized NIR\" )\n",
    "scatter!([wl[28],wl[52]],[Statistics.mean(leaf.ρ_SW[1:34]),Statistics.mean(leaf.ρ_SW[35:114])],label=\"leaf reflectance average\")\n",
    "scatter!([wl[28],wl[52]],shape=:x,[0.0735,0.3912],label=\"RAMI leaf reflectance\" )\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizing transmittance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Transmittance\n",
    "#Original\n",
    "plot(wl,leaf.τ_SW ,label=\"leaf transmittance original\")\n",
    "scatter!([wl[28],wl[52]],[Statistics.mean(leaf.τ_SW[1:34]),Statistics.mean(leaf.τ_SW[35:114])],label=\"Broadband leaf transmittance\" )\n",
    "\n",
    "#Normalizing:\n",
    "\n",
    "# leaf transmittance\n",
    "leaf.τ_SW[1:34] = leaf.τ_SW[1:34].*(Statistics.mean(leaf.τ_SW[1:34])/0.0566)^-1\n",
    "leaf.τ_SW[35:114] = leaf.τ_SW[35:114].*(Statistics.mean(leaf.τ_SW[35:114])/0.4146)^-1\n",
    "\n",
    "\n",
    "plot!(wl[1:34],leaf.τ_SW[1:34],label=\"leaf reflectance normalized PAR\")\n",
    "plot!(wl[35:114],leaf.τ_SW[35:114],label=\"leaf reflectance normalized NIR\" )\n",
    "\n",
    "scatter!([wl[28],wl[52]],[Statistics.mean(leaf.τ_SW[1:34]),Statistics.mean(leaf.τ_SW[35:114])],label=\"leaf transmittance average\")\n",
    "scatter!([wl[28],wl[52]],shape=:x,[0.0566,0.4146],label=\"RAMI leaf transmittance\" )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "function RAMI_case_multi(LAI, soil_albedo, clumping_index,SZA)\n",
    "\n",
    "  CanopyRT.soil.albedo_SW[:] .=soil_albedo;\n",
    "  #Clumping index\n",
    "  CanopyRT.canopy.Ω = 1.0\n",
    "  #Viewing Zenith Angle in degrees\n",
    "  CanopyRT.angles.tto=0.0\n",
    "  #Leaf Area index\n",
    "  CanopyRT.canopy.LAI=LAI\n",
    "  #Solar Zenith Angle\n",
    "  CanopyRT.angles.tts=SZA \n",
    "    \n",
    "  reflRed_SZA = []\n",
    "  absRed_SZA = []\n",
    "  transRed_SZA = []\n",
    "\n",
    "  for wli=1:1:length(wl)\n",
    " \n",
    "\n",
    "   CanopyRT.fluspect!(leaf, CanopyRT.optis)\n",
    "   CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt)\n",
    "   CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "\n",
    "   # leaf reflectance        \n",
    "   leaf.ρ_SW[1:34] = leaf.ρ_SW[1:34].*(Statistics.mean(leaf.ρ_SW[1:34])/0.0735)^-1\n",
    "   leaf.ρ_SW[35:114] = leaf.ρ_SW[35:114].*(Statistics.mean(leaf.ρ_SW[35:114])/0.3912)^-1\n",
    "   # leaf transmittance\n",
    "   leaf.τ_SW[1:34] = leaf.τ_SW[1:34].*(Statistics.mean(leaf.τ_SW[1:34])/0.0566)^-1\n",
    "   leaf.τ_SW[35:114] = leaf.τ_SW[35:114].*(Statistics.mean(leaf.τ_SW[35:114])/0.4146)^-1\n",
    "    \n",
    "        \n",
    "    #Setting all diffuse to zero\n",
    "    sunRad.E_diffuse[wli] = 0.0\n",
    "    \n",
    "    CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "    push!(reflRed_SZA, canRad.alb_direct[wli])\n",
    "    push!(absRed_SZA, (sum(canRad.netSW_shade,dims=2)[wli,1].+sum(canRad.netSW_sunlit,dims=2)[wli,1])./(sunRad.E_diffuse[wli].+sunRad.E_direct[wli]))\n",
    "        push!(transRed_SZA,  (canOpt.Es_[wli,end] .+ canRad.E_down[wli,end])./(sunRad.E_diffuse[wli].+sunRad.E_direct[wli]))\n",
    "  end\n",
    "\n",
    "  #### Clumped Case\n",
    "\n",
    "  reflRed_clump_SZA = []\n",
    "  absRed_clump_SZA = []\n",
    "  transRed_clump_SZA = []\n",
    "\n",
    "\n",
    "  #Clumping index\n",
    "  CanopyRT.canopy.Ω = clumping_index\n",
    "\n",
    "  for wli=1:1:length(wl)\n",
    "\n",
    "    CanopyRT.fluspect!(leaf, CanopyRT.optis)\n",
    "    CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt)\n",
    "    CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "        \n",
    "    # leaf reflectance        \n",
    "   leaf.ρ_SW[1:34] = leaf.ρ_SW[1:34].*(Statistics.mean(leaf.ρ_SW[1:34])/0.0735)^-1\n",
    "   leaf.ρ_SW[35:114] = leaf.ρ_SW[35:114].*(Statistics.mean(leaf.ρ_SW[35:114])/0.3912)^-1\n",
    "   # leaf transmittance\n",
    "   leaf.τ_SW[1:34] = leaf.τ_SW[1:34].*(Statistics.mean(leaf.τ_SW[1:34])/0.0566)^-1\n",
    "   leaf.τ_SW[35:114] = leaf.τ_SW[35:114].*(Statistics.mean(leaf.τ_SW[35:114])/0.4146)^-1\n",
    "        \n",
    "    #Setting all diffuse to zero\n",
    "    sunRad.E_diffuse[wli] = 0.0\n",
    "    \n",
    "    CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "    push!(reflRed_clump_SZA, canRad.alb_direct[wli])\n",
    "    push!(absRed_clump_SZA, (sum(canRad.netSW_shade,dims=2)[wli,1].+sum(canRad.netSW_sunlit,dims=2)[wli,1])./(sunRad.E_diffuse[wli].+sunRad.E_direct[wli]))\n",
    "        push!(transRed_clump_SZA,  (canOpt.Es_[wli,end] .+ canRad.E_down[wli,end])./(sunRad.E_diffuse[wli].+sunRad.E_direct[wli]))\n",
    "\n",
    "  end\n",
    "    \n",
    "  return reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA\n",
    "    \n",
    "end;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sparse case with black soil and SZA = 27.\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(0.50265, 0.0, 0.365864235,27.0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#050_BLK_SZA_27\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 0.5 Soil = BLK SZA = 27\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_050_BLK[1],RAMI_frefNIR_050_BLK[1]],[RAMI_fabsRed_050_BLK[1],RAMI_fabsNIR_050_BLK[1]],[RAMI_ftranRed_050_BLK[1],RAMI_ftranNIR_050_BLK[1]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sparse case with black soil and SZA = 60.\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(0.50265, 0.0, 0.365864235,60.0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#050_BLK_SZA_60\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 0.5 Soil = BLK SZA = 60\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_050_BLK[2],RAMI_frefNIR_050_BLK[2]],[RAMI_fabsRed_050_BLK[2],RAMI_fabsNIR_050_BLK[2]],[RAMI_ftranRed_050_BLK[2],RAMI_ftranNIR_050_BLK[2]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sparse case with black soil and SZA = 83.\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(0.50265, 0.0, 0.365864235,83.0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#050_BLK_SZA_83\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 0.5 Soil = BLK SZA = 83\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_050_BLK[3],RAMI_frefNIR_050_BLK[3]],[RAMI_fabsRed_050_BLK[3],RAMI_fabsNIR_050_BLK[3]],[RAMI_ftranRed_050_BLK[3],RAMI_ftranNIR_050_BLK[3]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with black soil and SZA = 0.\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(1.5017, 0.0, 0.405417644,27.0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#150_BLK_SZA_27\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 1.5 Soil = BLK SZA = 27\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_150_BLK[1],RAMI_frefNIR_150_BLK[1]],[RAMI_fabsRed_150_BLK[1],RAMI_fabsNIR_150_BLK[1]],[RAMI_ftranRed_150_BLK[1],RAMI_ftranNIR_150_BLK[1]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with black soil and SZA = 60.\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(1.5017, 0.0, 0.405417644,60.0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#150_BLK_SZA_60\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 1.5 Soil = BLK SZA = 60\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_150_BLK[2],RAMI_frefNIR_150_BLK[2]],[RAMI_fabsRed_150_BLK[2],RAMI_fabsNIR_150_BLK[2]],[RAMI_ftranRed_150_BLK[2],RAMI_ftranNIR_150_BLK[2]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with black soil and SZA = 83.\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(1.5017, 0.0, 0.405417644,83.0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#150_BLK_SZA_83\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 1.5 Soil = BLK SZA = 83\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_150_BLK[3],RAMI_frefNIR_150_BLK[3]],[RAMI_fabsRed_150_BLK[3],RAMI_fabsNIR_150_BLK[3]],[RAMI_ftranRed_150_BLK[3],RAMI_ftranNIR_150_BLK[3]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dense case with black soil SZA =27\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(2.5007, 0.0, 0.45946608,27.);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3hUVfrA8e+dSe8JEFqAQGhSA6FLIFhAQAwKKCJCABfXurIqiqgUQRB1Ed1F/EkXcdXQXKUoCqKiAiLSpEogFIH0Xmbm/P4IiYS0STIlM3k/z5MH5pZz3pnJnXlzzrnnaEophRBCCCGEsBidvQMQQgghhHA2kmAJIYQQQliYJFhCCCGEEBYmCZYQokaKiopC07Ri23bu3ImmacycOdM+QQkhhJkkwRIOKy4uDk3TuOOOOyp1nlKK5s2bo2kaI0eOtHj5lnbhwgXeeustBg4cSNOmTXFzc6NBgwaMGDGCn3/+uVJlFSYoZf389NNPZpeVlZXFq6++SteuXfHx8cHDw4OQkBAiIyOZNm0ap0+fruxTdRgrV64s8drpdDoCAgKIjIxkxYoVJc6pzO9TYfnz588vsS83N5d77rkHTdMYPHgwWVlZFZb3ww8/MGrUKBo3boybmxuBgYG0bduWMWPGsGrVqmLHlvf7ceNPXFxcqfUtX7686JjDhw9XGJ+tnDx5kldffZV+/frRqFEj3NzcaNKkCePGjePYsWMlji98z8r70ev1dngmwhG42DsAIWzt66+/Lvrg/Oyzz7h69Sr16tWzd1hleuedd3jttdcICwvj9ttvJzg4mJMnT7Jx40Y2btzIRx99xL333lupMvv3709UVFSJ7SEhIWadn56eTt++fTl48CAtW7Zk7NixBAQEEB8fz5EjR5g/fz5hYWGEhYVVKq7rrV692qzkwZ5uvfVW+vbtC4DBYCA+Pp5NmzYxceJEjh07xmuvvWbR+jIyMhg+fDhff/019913Hx988AGurq7lnrNy5UomTpyIi4sLQ4YMoVWrVmRnZ/PHH3+wefNmdu3axfjx44uOnzFjRrnlff/993z99dc0aNCAoKCgUo8pTLCUUixbtoyFCxdW/slawUsvvcTHH39Mhw4diI6Oxs/Pj0OHDvHBBx8QGxvLtm3biIyMLDo+ICCgzNdj3759fPHFFwwaNMhW4QtHo4RwUGfOnFGAGjRoUKXOGz16tALUM888owD15ptvWrR8S1u3bp3atWtXie27du1Srq6uKigoSOXk5JhV1o4dOxSgZsyYUa2YZs+erQA1adIkZTKZSuz/448/1O+//16tOkpjqfira8WKFQpQ8+bNK7Hvjz/+UN7e3srd3V1lZWUVba/M71Np5ScmJqqePXsqQD388MPKaDRWWE5mZqby9fVVfn5+6tChQyX25+XlqS+//LLCcgqdOnVKBQYGKldXV/X999+XesyxY8cUoEaNGqVCQ0NVnTp1VG5urtl1WNOKFSvUgQMHSmz/6KOPFKDatWtndll33nmnAtS6dessGaJwItJFKGqV5ORkNmzYQEREBC+//DJeXl4sW7bM3mGV65577in2V3WhyMhIBgwYQFJSEocOHbJpTD/++CMAjz/+eIlxUgDNmzenbdu2JbYfOXKE++67j+DgYNzd3WnevDlTpkwhKSmpxLGljcFyBM2bN6dNmzbk5uaSnp5ukTIvXrxIv379+Pnnn3n++edZsmQJOl3FH9+HDx8mPT2dAQMG0KFDhxL7XV1duf32282KISMjg+joaJKTk3nnnXe4+eabSz2u8HoaN24cY8eOJTExkU2bNplVh7XFxMTQuXPnEttHjx5N69atOXr0KAkJCRWWc/HiRbZs2UJwcDDDhg2zRqjCCUiCJWqVNWvWkJuby7hx4/D19WX48OEcPXq0UmOPapLC7iEXl8r19p88eZK3336b+fPn89FHH5n1pXK9wq6hU6dOmX3O7t276dmzJ+vXr+fWW2/ln//8J6Ghobz11lv06tWLxMTESsVQU507d47jx48TEhJCcHBwtcs7ffo0ffv25ciRI7z++uvMmzfP7HML36czZ85gMpmqHINSinHjxnHkyBEmT57Mww8/XOpxBoOB1atXU69ePe644w7GjRsHUOP/iIHKXUsrV67EaDQybty4CrtoRe0lY7BErbJ8+XJcXFwYPXo0AOPHj2ft2rUsW7aMXr16VavsuLg4Vq5cafbxAQEBPPXUU1Wu79y5c2zfvp0GDRrQsWPHSp27du1a1q5dW/TY09OTWbNm8eyzz5p1/qhRo/jwww+ZNGkS+/btY+DAgXTp0oXAwMBSjzeZTMTExJCZmcnWrVuLjVt54YUXmDdvHs899xxLly6t1POoyM6dO9m5c6fZx4eHhzN8+HCzj9++fTs5OTlAQXJx/vx5PvvsM7y9vSv1u1CWw4cP8/bbb3PlyhWWLl3KpEmTKnV+WFgYXbt2Zf/+/dxyyy3ExMTQs2dPWrduXanB2a+88gobNmygT58+vPPOO2Ue9/nnn3P58mWefPJJXFxcaNWqFb179+arr74iPj6eJk2amFXfgQMH2Lhxo9nxhYaGEhMTY/bxN9qzZw9Hjhyhe/fuBAQElHusUorly5cDVPr9ELWMvfsohaiqyo6R2rdvnwLU0KFDi7YZjUbVqFEj5evrqzIyMqpVfuH4IHN/mjVrZvZzvVFeXp7q16+fAtTq1avNPu/w4cPq9ddfV7///rvKzMxUFy5cUGvWrFGNGzdWgFqyZInZZS1YsED5+PgUe05hYWHqscceUydOnCh27K5duxSgBg8eXKKcjIwMVadOHeXp6VlsrE7//v3VjR9RlR2DNWPGjEq9J+PHjzer3MIxUqX9uLi4qH/84x8qJSWl2DlVGYNV+PP888+bFVdpTp8+rXr37l2sPC8vL3XrrbeqFStWKIPBUO75mzZtUpqmqUaNGqmLFy+We2zhuKS9e/cWbXv33XcVoGbNmmV2zOW9vqX99O/f3+yyb5SSkqLatm2rdDqd2rFjR4XHF/4O9u3bt8p1itpBEizhsCqbAD3yyCMKUP/973+LbX/22WcVoFasWFGt8m3FaDSqsWPHKkD97W9/s0iZhw4dUm5ubqp+/fpmDZ4ulJaWpj755BP11FNPqb59+ypXV1cFKA8PD7Vp06ai4xYtWqQA9dprr5VazqBBgxRQbCC2JRIsayltELrBYFBnz55Vc+bMUZqmqc6dO6u8vLyi/VVJsKKiopSrq6vy8PBQ27Ztq1bMv/76q3r99dfVvffeq0JCQoqSkwEDBpR5k8Tvv/+u/Pz8lLu7u/rpp5/KLf/ixYtKr9ertm3bFtuelJSk3N3dVWhoaKk3RNhTdna2uuWWWxSg5s6da9Y5hdfejZ8XQtxIxmCJWiEnJ4ePPvoIPz8/7rrrrmL7Cm9Rd4RxIkop/va3v7FmzRrGjh3LkiVLLFJuhw4d6NmzJ5cvX67UuCpfX19GjRrFwoUL+e6777h69SqPPvooOTk5TJo0iby8PADS0tIAqF+/fqnlNGjQAIDU1NRqPhP70ev1NG3alOnTpzN27Fh+++03Pvroo2qVOWjQIGJjYzGZTERHR7Nt27YqlxUeHs4zzzzDxx9/THx8PDt27KBx48bs2LGDxYsXlzg+NTWV6Oho0tLSWLx4MT179iy3/FWrVmE0GnnwwQeLbQ8MDGTYsGHExcXxzTffVDl+S8vNzeXuu+/mm2++Ydq0abzwwgsVnpOSksK6devw8/Or9NQoovaRMViiVli3bh0pKSkAeHl5lXrM999/z/Hjx2nTpk2V6rD2GCyTycRDDz3EihUruP/++1m5cqVZd5KZq27dugDVmnvK39+ff//733zxxRecPXuWQ4cOERERgZ+fHwCXL18u9bzC7YXHWYq1x2CVpUePHnzwwQfs37+/aKB3Vd11112sW7eOESNGEB0dzYYNGxg8eHC1Y4yKiuKVV15h4sSJfPPNN0yZMqVon8lkYsyYMZw4cYJHH32UiRMnVlhe4bik6dOnM3369FKPWbZsGbfeemuFZVl7DFZOTg7Dhw9n27ZtTJ06lVdffdWs89auXUt2djbjxo0r83NEiEKSYIlaobB1atSoUaV+iZ89e5bt27ezfPnyKk8OGRcXx6xZs8w+vlmzZmYnWNcnV4UTTFpyBmmDwcD+/fvRNI2mTZtWqyxN00p8+XTp0gUoSHimTp1abF9WVhb79u3D09OzysltWXbu3Fmp92T8+PEWSbAKp52ozp1717vzzjvZsGED99xzD3fffTfr1q1j6NCh1S7X29u71O0vvvgimzdvJjIykrfeeqvCcnbt2sXJkycJCwsrdQJbgA0bNrBhwwaSk5PLvBmi0IEDByr1vvXv39/sBOv65OqZZ56p1PVe+Dny0EMPmX2OqMXs3UcpRFWZO6bl9OnTStM01bx58zLHgFy9erVoDFJ+fn6lyrc2o9GoYmJiiiZvLIyvPFevXlW///67unr1arHtu3fvLvEa5Ofnq6eeekoB6o477jArpiVLlqg9e/aUum/dunVK0zQVEBBQNLbHaDSqsLAwBaivvvqq2PEvvviiAtTEiROLbXe0MViFUlJSVPPmzRWgPvnkk6Lt1Z1oVCmltm7dqjw8PJSbm5v63//+V2E5f/zxh3rnnXdUWlpaiX0ZGRmqT58+ClDz588v2v7JJ58oQDVp0kRdvny5wjqUUmrcuHEVjkuaMmWKAtQ777xjVpnWkJ2drQYOHKgA9c9//rNS5/76668KUJ06dbJSdMLZSAuWcHiHDh0q86/Xrl27cuXKFZRSxMTElDlxZd26dbnzzjtZv349X3zxBdHR0VaMuHJmz57NypUr8fHxoXXr1syZM6fEMcOHDyc8PLzo8b///W9mzZrFjBkzii2MfP/996NpGn369KFx48akpKSwa9cujh8/TtOmTc0e07Vlyxb+/ve/07JlS26++WYaNWpERkYGBw4c4LvvvkOn07F48WLc3d0B0Ol0rFy5kkGDBjFkyBBGjRpFs2bN+Pnnn/nmm28ICwsrdd29mu76aRpMJhMXLlzgs88+IyEhgdtvv50RI0aUOKei39cnn3yyzPoGDRrEZ599RnR0NCNGjODTTz8tMabweqmpqTzxxBM8++yzREZG0r59ezw9Pblw4QKff/45SUlJRERE8MQTTwAFrbATJkwAICIiotSxWdcbPnw4LVq0IDY2Fh8fH0aNGlXmsRMmTGDhwoUsW7aMxx9/vNxyreXvf/87X375JQ0aNMDX17fURcNjYmIIDQ0tsV1ar0Sl2TvDE6KqClsEyvsZNmyYCgkJUTqdTp09e7bc8v73v/8VnXN9+fZuwRo/fnyFz/PGloPC6QlubOmZP3++ioqKUo0aNVJubm7Ky8tLderUSU2fPl0lJSWZHdOxY8fUggUL1O23366aN2+uPDw8lIeHhwoLC1Pjx49X+/btK/W8gwcPqpEjR6q6desqV1dX1axZM/Xkk0+WaGlTyjFasG788fHxUT169FALFy4sdgehUub9vkZHRxcrv7QWMqWU2r59u/L09FSurq5qw4YNZcaZk5Oj1q1bpyZPnqw6d+6s6tatq/R6vQoMDFR9+/ZV//rXv1R2dnbR8ZWdamTFihVqyZIlCgqWTapIRESEAtQvv/xizstscYW/U+X9lDZVQ3Z2tgoMDFTu7u6Vuk5E7aYppZTl0jUhhBBCCCHTNAghhBBCWJgkWEIIIYQQFiYJlhBCCCGEhdkswXryyScJDQ1F0zQOHz5c5nFz5swhLCyMsLAwXnrpJVuFJ4RdyfUhRNnk+hCOyGYJ1siRI/n+++9p1qxZmcfs2rWLjz76iIMHD3L06FG2bNlSraUhhHAUcn0IUTa5PoQjslmC1a9fP0JCQso95uOPPyYmJgZvb2/c3d2ZOHFitdfyEsIRyPUhRNnk+hCOqEaNwTp37lyxv1BCQ0M5d+5cqcdmZWXx008/8eeff5KWllb0k5uba6twhbApuT6EKJtcH6KmqXEzuV8/03Z5U3QdO3aM3r17l9g+depUnnvuOavEBpCWlmbxBWlrWp214TneWGdQUJBN664quT7sX2dteI431inXh2XY+310xvpqQp1lXR81KsFq2rQpcXFxRY/Pnj1b4cKz3377bbElQtzd3YuW57AWe3zY2LrO2vAc7VVnVcn1UXPqrA3P0V51VpVcHzWnztrwHM2ps0Z1EY4aNYpVq1aRmZlJbm4uy5cvZ/To0eWe4+Pjg5+fX9GPtS8OIexFrg8hyibXh6hpbJZgPfbYY4SEhHD+/Hluu+02WrZsCcCQIUPYt28fAFFRUdx777107NiRm266iYEDB3LHHXfYKkQh7EauDyHKJteHcEQOuxbh/v37iYiI4JdffqFr1642qzcpKcnmTZG2rrM2PEd71Wkrcn04T321qU5bkevDeeqryXXWqDFYtVFqaipxcXEYjcZyj/H397dpTLaszxZ16vV6QkNDbf68hBBC1E6SYNnRl19+SXR0NDk5OfYOpVbw8PBg06ZNDBw40N6hCCGEcHKSYNlJamoq0dHRDBgwgJdffhk3Nzd7h+TU8vLymD17NtHR0fz555/SkiWEEMKqJMGyk7i4OHJycnj55Zfp1auXvcOpFV5++WW2bNlCXFwcnTt3tnc4QgghnFiNmqahNikccyUtV7ZT+FqXN95NCCGEsARJsEQxoaGhtG3bls6dO9OqVSuio6PZvXt3heclJSXRt29fwsPDmTt3bpXrj4qK4vPPPwdg48aN7Nmzp8plCSGEEPYiXYSihNjYWDp06ADApk2bGDJkCNu2baNnz55lnvPVV1/h7+/P999/b7E4Nm7cSLdu3ejRo4fFyhRCCCFsQVqwRLmio6N59NFHeeONN8jPz+f555+nR48ehIeHM3r0aFJSUti+fTvPPvssP/zwA+Hh4Wzfvp21a9fSs2dPunTpQnh4OJs3by4qMzQ0lMOHDxc97tatGzt37ixW7+bNm/nss8+YP38+4eHhLF261FZPWQghhKg2acGqQbIMimMp1iu/bQB4uWgVH3iD7t27s3HjRl5//XV8fHyKuu1eeeUVZsyYwaJFi5g9ezaff/45sbGxACQmJnL//fejaRpxcXH06dOHs2fP4urqaladQ4YM4a677qJbt248/vjjlY5ZCCGEsCdJsGqQYykQscFgtfJ/uduFrnUrf17hZP8bN24kLS2tKInKy8sjLCys1HPOnDnDAw88wPnz53FxcSEhIYGzZ88WLXEhhBBCODNJsGqQtgEFSZA1y6+KvXv30qFDB86cOcPixYu55ZZbKjxn9OjRvPHGGwwfPhwoWHW8cEJVFxeXYnfyyUSrQgghnI0kWDWIl4tWpRYma9q0aRPvvvsuW7du5auvvuJf//oXvXr1wsvLi6ysLM6cOUP79u1LnJecnExoaCgAa9asITk5uWhfWFgYP//8M507d2bPnj0cP3681Lr9/PxITU21yvMSQgghrEkGuYsSRo4cSefOnWnZsiXLli1j8+bN9OrVi+eff57w8HB69uxJp06d6NWrFwcOHCi1jEWLFnH33XfTt29ffvvtN5o2bVq0b+7cuSxatIiePXuyYsWKUhM0gAcffJC1a9fKIHchhBAOR1qwRDFxcXFl7nN1dWXOnDnMmTOnxL6YmBhiYmKKHo8dO5axY8cWPX799deL/t+tWzeOHDlSah3X303YvXv3Mo8TQgghajJpwRJCCCGEsDBJsIQQQgghLEwSLCGEEEIIC5MESwghhBDCwiTBEkIIIYSwMEmwhBBCCCEsTBIsIYQQQggLkwRLFGMwGJg9ezZt27alffv2tG3blsmTJ7Nx40a6detmszj27dvHAw88YLP6hBBCCEuSiUZFMZMmTSIpKYkff/yRwMBATCYT69atIykpyaZxdOvWjQ8//NCmdQohhBCWIi1YosipU6f49NNPWbFiBYGBgQDodDpGjRpFixYtio6Li4ujbt2/Fk3MyMhA07Six5qmMW/ePHr06EGLFi3Yvn0706ZNo0uXLrRv375odvadO3fSuXNnJkyYQEREBN26deO3334r2lfYYlZY38svv0xERAQtW7Zk8+bNRfWtW7eOtm3b0qVLF+bMmYOmaWRkZFjvhRJCCCEqIC1YNYgpLwfD5Xirle9Svwk6N48y9+/fv59WrVoVS56qys/Pjz179vDpp58SHR3NJ598wrx581iwYAFz585l7dq1ABw8eJBFixYRFRXFJ598wpgxY0pdHicxMZGIiAhmz57N1q1b+cc//sGQIUO4cuUKkydP5qeffqJVq1a89dZb1Y5dCCGEqC5JsGoQw+V4rrz5hNXKD376HdyatLJa+de77777AOjatSs6nY6hQ4cCEBERwfr164uOa9myJVFRUQDce++9TJ48mYsXL5Yoz9vbm+joaAB69+7N6dOnAfjpp5/o2rUrrVoVPK8JEyYwZcoUqz0vIYQQwhySYNUgLvWbEPz0O1Ytvzxdu3bl5MmTJCYmUqdOnbLLcXHBaDQWPc7JySlxjIdHQUuZXq/H3d29aLter8dgMJQbx/XdjTeWV1hGYf1KqVKPF0IIIexJEqwaROfmYbMWptK0bNmSESNGMGnSJFauXElAQABKKT744APy8/OLjmvQoAEGg4Hjx4/Tpk0bVq9eXeU6T506xa5du+jXrx+xsbE0btyYhg0bcvz4cbPO79WrFxMnTuTUqVO0bNmSVatWVTkWIYQQwlJkkLsoZvny5XTu3JmePXvSvn172rdvz+7du4u1aLm4uPD2228zePBg+vXrR25ubpXrCw8P57///S/dunVj3rx5RWOzzFW/fn2WLFnC0KFD6dOnD5mZmbi6uuLl5VXlmIQQQojqkhYsUYyrqyuzZs1i1qxZJfYNHz686P8TJkxgwoQJRY+nTZtW9H+lVNH/Q0NDSUhIKHocFRXFvn37ih7r9XoWL15coq7rj7uxDB8fn2J13HHHHYwaNQqAFStW0KNHD3Q6+dtBCCGE/UiCJRze22+/zaefforBYCAoKIj333/f3iEJIYSo5STBEnZzY2tWVU2fPp3p06dbICIhhBDCMqQfRQghhBDCwiTBEkIIIYSwMEmwhBBCCCEsTMZgOSCj0ch3333HpUuXaNiwIZGRkej1enuHJYQQQohrpAXLwaxfv57mYc0ZMGAAY8aMYcCAATQPa15s+ZnqCA0NpW3btoSHh9OmTRvmz59fbP8333yDpmmsWbOm2PaZM2eiaRobN24s2qaUonnz5sXWNgwNDeXw4cMWiVUIIYSoqSTBciDr169n5MiRZNXJJ3xmX25eOoTwmX3JqpPPyJEjLZZkxcbGcuDAAXbs2MH8+fPZs2dP0b5ly5YRFRXFsmXLSpwXERFRbPvXX39tkYWjhRBCCEcjCZaDMBqNPPXPpwjqUp92T3XHr2UQeg8X/FoG0e6p7gR1qc+Up6cUWyOwuho1akSbNm04e/YsACkpKWzevJmPPvqII0eOFC24XKh///6cPHmSS5cuAQWzwk+cONFi8QghhBCOQhIsB/Hdd98RfzaeJne1RNMVX9xY02k0GdaSc3Hn+O677yxW57Fjx0hISCAqKgqADz/8kIEDB9KgQQMeeOABli9fXjwOTWPs2LGsXr2alJQU9u7dy8CBAy0WjxBCCOEoZJC7gyhsFfIO8St1v9e17YXHVcfIkSPRNI3jx4+zcOFC6tWrBxR0D86bNw+ASZMmMWjQIGbPnl1sgH1MTAwDBw7Ex8eHe++9VwbfCyGEqJUkwXIQDRs2BCDzfBp+LYNK7M86n1bsuOqIjY2lQ4cObN++nWHDhnHLLbdgNBo5dOgQkydPRtMKWtASEhLYunUrQ4cOLTo3JCSEpk2bMmvWLHbv3l3tWIQQQghHJF2EDiIyMpImzZoQ/9kplEkV26dMivj/naJpaFMiIyMtVudtt93GI488wosvvsjSpUt5+umnOXv2LHFxccTFxfHmm2+WOth9zpw5zJkzh5YtW1osFiGEEMKRSAuWg9Dr9bz1r7cYOXIkR9/aS5NhLfEK8SPrfBrx/ztF0q+X+b/YWIt3yb300ku0bNmSpKQkDh48WGzf6NGjee6557h8+XKx7d26daNbt24WjUMIIYRwJJJgOZB77rmH2NhYnvrnUxyY9X3R9qahTfm/2FjuueeeatcRFxdX7HFgYCCJiYmlHlu3bl0yMzOBgnmwShMaGkpCQkKZ5QshhBDOSBIsB3PPPfcQHR0tM7kLIYQQNZgkWA5Ir9cXTZ0ghBBCiJpHBrkLIYQQQliYJFhCCCGEEBYmCZadFI6ZysvLs3MktUfhay3j1YQQQlibjMGyk9DQUDw8PJg9ezYvv/wybm5u9g7JqeXl5TF79mw8PDwIDQ21dzhCCCGcnCRYduLv78+mTZuIjo5my5Yt9g6nVvDw8GDTpk34+/vbOxQhhBBOThIsOxo4cCB//vkncXFxGI3GMo9LTU21aVJg6/psUaderyc0NFSSKyGEEDYhCZad+fv707lz53KPSUpKIiio5PqD1mLr+uxVpxBCCGEtMshdCCGEEMLCJMESQgghhLAwSbCEEEIIISxMEiwhhBBCCAuzWYJ18uRJ+vTpQ+vWrenRowdHjx4tcUxOTg4xMTF07NiRDh06cNddd5GQkGCrEIWwG7k+hCibXB/CEdkswXr44YeZPHkyJ06cYOrUqUyaNKnEMe+99x4ZGRkcPHiQw4cPU79+fRYsWGCrEIWwG7k+hCibXB/CEdkkwbpy5Qr79+9n7NixAIwYMYIzZ84QFxdX4tisrCzy8/MxGAxkZGQQEhJiixCFsBu5PoQom1wfwlHZJMGKj4+nUaNGuLgUTLulaRpNmzbl3LlzxY57+OGH8fPzIzg4mPr165Oamsrjjz9ebtkZGRmkpaUV/eTm5lrteQhhDda8Pn46n0XssQzWH8/g0KV0cnIqf32k5Smm/Gjko1OmSp8rRHXJ94dwVDabaFTTtGKPlVIljtm+fTuapvHnn3+i0+mIiYlh9uzZzJw5s8xy+/fvX+zx1KlTee655ywSc2mSk5OtVnZNqbM2PMcb67T3JKfWuj4e2+MGl92LHrsZc4hpbWBu51x0WpmnFfP0fjF2SLUAACAASURBVHdWnnHDRVNE+mXgVc6nhr3fR2esrybU6azXh3x/OH59NaHOsq4PmyRYTZo04fz58xgMBlxcXFBKER8fT9OmTYsdt2TJEsaNG4eHhwcADzzwAAsWLCj3Avn2228JDw8veuzu7o67u3uZx1uCPT5sbF1nbXiO9qrzRta8Plb0zqVXRDYGpXEsVWNfijsLDml0buDBo+30FcaWmqf4+JyBEc011p2BOFMAfYPKb/iuDe9jbXiO9qrzRvL94Xh11obnaE6dNukiDA4OpkuXLqxZswaAdevWERoaSmhoaLHjWrRowbZt21BKoZTi888/p0OHDuWW7ePjg5+fX9GPtS8OISzNmtdHp4betG3gR4eGvoxs68P8Xm4MbqKx7kzJFoDSvHvUhFHBgh4FyVhceuWfnxDVId8fwlHZ7C7C9957j/fee4/WrVszf/58li1bBsCQIUPYt28fADNnziQ1NZX27dvToUMHEhISeOWVV2wVohB2Y8vrY0gTjV2XFGl55SdZSineP2bi/jCNFn4aHnpIyjUvMRPCkuT7Qzgim43BatOmDT/++GOJ7Zs3by76f1BQELGxsbYKSYgaw5bXR7+GOgzKxMEkRd8GZQ/E2ntV8Uc6vB9Z8HdYoDskyxhgYQfy/SEckczkLkQt08yn4N/zmeUft+msIsgd+jUsSMKC3CFJEiyrWXbMRP01+TRYk8/cX432DkcIUU2SYAlRy/i5afi6wvnMsrv7knIUH5w0cWdTDZdrtxsGumkkSxeh1Ww9byLADXoFa7x6wERijrzWQjgySbCEqIVCvCE+o+z9U/cYyTTAjK5/3Wno7wap+TYIrpY6naaIaqjj/Ug9SsF/jsq8Y0I4MkmwhKiFQry1MluwEnIUa04pnu2ko4XfX2O0PF0gx2CrCGsXpRSn06CFL9Tz1JjYRsc7R0xkGaQVSwhHJQmWELVQE++yx2CtP6MwmGBSm+IfD556yJahQVaRmAtp+RB2LaH9Z0cdSbmw9pQkWEI4KkmwhKiFGpfTgrU53kSf+hr1PIvfYejhAjmSYFnFH2kF70VhgtXCT6NvfY1NZ6WbUAhHJQmWELVQHY/S7whMz1Nsv6AY0qTk9A2eeo1s6bKyitNpBf+28Ptr29CmGl9fUOTIay6EQ5IES4haKMBNI8cIecbiX96rTprIMcIDLUt+NHjopQXLWk6nKeq4g7/bX4nt0CY6so2w85IkWEI4IkmwhKiF/N0K/k3NK759xQkTw0M1mviU0oLlImOwrOV0uirqHizULhCa+sAX5yTBEsIRSYIlRC0UcC3BSrkuwTqfodifACNCS/9Y8NDLXYTWcjoNwvyKb9M0jaFNdGyON6EkxxLC4UiCJUQtVNgVlXrdeoRbziv0GtxRyvgrkBYsa/qjlBYsKBiH9Uc6nEyXj2ohHI1ctULUQqW1YB1KUrT2h0D30hOswjFYSppTLCrboLiQCS18S77uAxppuOlgx2V9KWcKIWoySbCEqIVKG4N1PEXR2r/sxZ899RomBfkyc4BFnUkv+PfGLkIALxeNyAYaO6642DYoIUS1SYIlRC3kV1qClapoU06C5XGtEUXuJLSs0zfMgXWjQSEaP1zVk2uUlkMhHIkkWELUQi46DR9XSLm2eHO2QXEuA9oElJ1guV77tJAWLMtKyCn4t75n6fsHhujIMmr88KckWEI4EkmwhKilAq5bvPmPNFBAq1K6qQq5XWvBypMEy6KyjQoXrSDpLU2nIAh2N7HtvHUTrJRcxYLfjDKZrBAWIgmWELWUvxukXJvN/WJWwZdqafNfFXKTFiyryDEU3KFZFk3TiKpv5MsL1nvh84yKe74yMv83EwZ5f4WwCEmwhKilAtw0Uq5N03Axq2BbgzK6qeC6FiwZg2VR2cbyEyyA2xsYOJBYcCOCpSmlmPydkR8uKzbersfXrewkWwhhPkmwhKil6npA4rXxPxezFEHu4OFScQuWdBFaVrbhrxsIyjKkkYFgT3jniOVf/KXHFatOKpb319OvoXwlCGEpcjUJUUvV9YCEa12El7KgkVf5x7tdGyMkCZZl5RjBs4IEy0MPf79Jx8oTpqIbEyzhaLLiH7uNTG6rK3X9SSFE1ckVJUQtVddDIyGnsItQ0dCr/K6hwrsIb1wgWlSPOV2EAI/cpCPPBMuOWybDNZoUD+400NwXFvaWrwIhLE2uKiFqqboef00RcDHTjBYsuYvQKrINCg99xeOeGnhpjG6hsfCwicz86ie5S4+b2J8Ay/rp8Sqna1gIUTWSYAlRS9X10EjNK2iRupilaORd/pds0RgsGeRuUeZ0ERaaGaHnaja8frB6WW5SjmL6XhMxrTV61ZevASGsQa4sIWqpeh4F/17KgvhMaF7KWnjXk2karCO7gmkartfCT2NKRx0LfjMRn1H1VqwFB03kmWBed1njUAhrkQRLiFqq7rUEa1+CwqQgzLf846WL0DqyjRXfRXi96eE6/NzgpX1Va0pUSvHxaRNjW+poUMG4OyFE1UmCJUQtVdej4Mv15yvlr4VXSKZpsI4cMwe5F/J103i+s44PTynOVaEV60AixGXA3aGSXAlhTZJgCVFLFXYR7rykcNVBiHf5x8tEo9aRbTB/DFahh9rq8HWDfx2qfLa7Ic5EgBtENZIESwhrkgRLiFrKz02jZ7DG3quK5r6gL2MtvEKu0oJlFdlG8+4ivJ6Pq8bj7XS8f8xEYk7lWrE2xJkY1lTDtYL3WwhRPZJgCVGL/f2mgo+AZzpV3IRSeCe/JFiWVdFahGV5or0OpSrXinUyVXE4Ge4OlY9+IaxNrjIharHxrTTO3e/C39pW/FGgaRquOsg3yUSjllTZQe6F6nlq/KODjrcOm/gzy7z3ZNt5E246GNREWq+EsDZJsISoxTRNo4mP+V+2BQmWFQOqhSozTcONpnbW4aaDOb+a96bsuaIIr6PJxKJC2EAVL2shRG3kppNB7pZWmYlGbxToXnBH4Yv7TDzRXkebgPITp70Jilsbyd/VtqaMRkzpyaiMNEzuruDqiqZ3AU2Hpqvc+6GMBgxXzmNMS0IZDejcvdAH1MWlTgMrRS+qShIsIYTZpAXLspRSVe4iLPREBx3vHzcxcZeRXXfqy7xZITVPcTwFnu8srVe2lPrFSjJ2fYbKzQIgu7SDdHo0Vzf0voG4t+yEZ3gk7m26omkF75UxPYXsgz+Q/dv35P5xGAz5JYrw6Tcc/+F/Q9PJ5LE1hSRYQgizSYJlWfkmMCnwrEaXnZeLxop+evp/bmTRYRP/LOOGhV+uKhTQvZ4kWLaSF3+S9K/+i3ffYXjc1I2M9HR8PD1Q+XkokxFMJlAmlNGIMuRhSLhE7olfyfxpK27N2uJSrzGGpMvknTkKGri37Iz/nRNxa9ISfUA9NL0Lppwscn7fS+pnyzAk/UnQuOfRuXnY+6kLJMESQlSCJFiWlXOtu7WqXYSFIhvq+EcHxQv7TPRtoNEjuGS3096rCh9XaONfvbqE+TJ/3oY+oC4B9/wdTacnOykJz6Cgcs9RSpF7fD/pO9ZhSLyE3i+IgHufwLNjH/Q+Jd88PeDaoCku9ZuQtHIuCe++QN2/zUbn5WOlZyXMJQmWEMJskmBZVrah4F8PC3wSz+uu4+criugvjewdrhFyw80LexMUEXW1Cuc7E5ahTCayD/6AV5eoSnXbaZqGR9sIPNpGVKo+z3Y9qPvofBL/72UuzXoQnY8/KIUxJ4tcDy/0voG4Nm6BW2g7PDvfjM7ds7JPSVSSJFhCCLNJgmVZ2RZqwQLwcNHYcLueHpsMjPzayO679Oi0v5KpvVcV97aQAe62kn/+JKa0ZDw79rZZne6hNxE8ZRFZv32HyikY85VzbSJbY0oCuWeOkvnjFlLWL8an7zD87hiL5uJqs/hqG0mwhBBmkwTLsoq6CC30SVzfS+PDAXoi/2dk1QnFhDYFCdblLMW5DOheV1qvbCXn931oHl64NW9n03pd6jXC77b7ih4bk5Lwv65b0pB0mcwfviB9x3pyThygzoTpuAQG2zTG2kL+nBFCmM1Np8lM7hZU1EVowRu/+jbQcX+YxrS9RtLyCiYgXXWyYIJRWX/QdnJPH8I9rGPBdAw1iEtQffyHTST4H29gSk8mccUclJLJg61BEiwhhNlkJnfLyjYWvJaelVyLsCKv9dCTlgcv7DWRb1K8fcTE2JYawZ6SYNlK/sUzuDVpZe8wyuTWtA2BY54m/9wJcg7+YO9wnJIkWEIIs0kXoWXlXGvBslQXYaEmPhqv99Txn6Mmxnxj5EImTOlov/mRkpKSMJlqzy+OMSMFU0YqLg2a2TuUcnm06ox7m66kbl6NMsoMwpYmCZYQwmySYFlW4SB3S3YRFnq0nY4JrTVizygGNtboEGTb1qudO3cSFRWFj48PwcHBHDhwAIDHHnuMjz/+2Kax2Jox6TKAQ8yu7j80BsPlc2Tt32HvUJyOJFhCCLNJgmVZ2VZqwYKC2/0X36zn0XY65vewbetVbGwst956K/7+/sydO7dY61VISAjLli2zaTy2Zky+CoA+sJ6dI6mYW9PWuLfpSubuzfYOxelIgiWEMJszJliv7DcybY/RLgN9LTXRaFk8XDT+c7OeLja+e3DmzJk89thjbNq0iccff7zYvo4dO3Lo0CGbxmNrhpQEcHFF5+0Ys7p697qDvDNHyf/znL1DcSqSYAkhzOaMCdby4ybm/2Zixi+2f2KFXYTuTrZ83KlTp4iOji51n4+PD8nJyTaOyLZM6cno/YKK1hKs6Tw79kLn7Ufmz9vsHYpTkQRLCGE2Nz1ONU1DRr4iLgP61Nd45VcTm+Js++SyDQoPPQ7zRWyu4OBgTp06Veq+w4cP07RpUxtHZFumjNSCmdQdhObihlfELWTt/RpVykLSomokwRJCmM1Vc64WrKPJBd2Ci3rraOMPX1+0bTdhjtE6A9ztbfTo0bz88sv88MNft/9rmsaJEydYsGABY8aMsWN01mfMSCl13cCazKvHbZgyUsg9c9TeoTgNSbCEEGZzti7CI8mgAe0CC+6yK0y4bCXbYJ0B7vY2e/ZsunTpQr9+/WjWrGCqgujoaDp06EC7du2YPn26nSO0roIWrAB7h1Eprg0KWhUL74AU1eeEl7YQwlpcdZpTTTR6OFnRwg+8XDTaBWgsPW7jLkKj9Qa425OHhwdbt25ly5YtfPXVVyQkJBAUFMRtt93GnXfeae/wrM6UmYbO28/eYVSK5uKGzjcQY/IVe4fiNCTBEqKKEhISeOONN9i7dy/x8fFs2LCB9u3bs2jRInr27EmvXr3sHaLFOdtM7oeTFB0CC8Y/tQvUuJQFybmKQHfbjIly1i7CQoMHD2bw4MH2DsPmTNkZ6Lx87R1GpekD62GQBMtipItQiCrYv38/rVq1Yu3atTRo0IDTp0+Tm5sLwIULF1i4cKGdI7QOFx0YnKmLMEXRvjDBCij415bdhAVdhM41wB3gu+++48MPPyx139q1a/n+++9tHJHtKKUwZWWg8/SxdyiV5hIYXDSHl6g+SbCEqIIpU6bQu3dvTp8+zapVq4rNodSzZ09++uknO0ZnPc40Bis5V3Ehk6IWrDYBoNPgaIrtYsg2KKfsInz++ec5e/ZsqfvOnTvHtGnTbByR7ai8HDAZ0Xk5XoKlD6iHMUUSLEuRBEuIKti7dy9PPvkkrq6uJW6xr1evHleuOGczuzMlWEeutVQVLiHjrtdo6WfbFqwcI3g44UCNw4cP071791L3devWzaknGjVlZQA4ZAuW/loLliUm3TXl5ZB9dC/5l+NRptq5zmGFCdaRI0cYPXo0YWFhuLu7s3//fgCmT5/Oli1brB6gEDWRt7c3aWlppe47d+4cderUsXFEtuGqg3wnGYJ1JFmh16D1dXfTtwvQihIvW3DWQe5KqTKvj9TUVIxOvLCwyi5IsDQHTLBcAuuh8nMxZZb+3pnLmJlGwn+eJ/H/XuLyvL9xecGjmDLTLRSl4yg3wfrqq6/o0qULcXFxjB49mvz8vyYgc3V1ZfHixVYPUIiaaNCgQcyZM4fExMSibZqmkZ2dzaJFixgyZIgdo7MeZ2rBOpUGob4FLVeF2gdqHE2x9Rgsm1VnMz169OC9994rdd97771XZuuWMzDlZAKg8/S2cySVpw8MBqjWnYQqO4Or7zyDIfESdR97jTqTX8GUnkLCslmo/DxLheoQyk2wpk2bxujRo/npp5+YNWtWsX1dunTh119/tWpwQtRUr732GmlpabRq1Yp7770XTdN48cUXadeuHYmJicyZM8feIVqFMyVY6Xng71Z8W7tAjQuZkJpnmyTLWe8inDFjBjt37qR79+785z//Yf369fz73/+me/fufPvttyW+T5yJKftaguXhZedIKu+vBKvq47DyvlyDMSWRek+8gUerzni2606dh2aQd+44yR8vssuan/ZSboJ1+PBhHnzwQaDkUg4BAQEkJCRYLzIharDGjRtz4MABnnjiCS5dukRYWBiJiYk88MAD7Nu3j+DgYHuHaBXOlGBlGhTeN9zB1+7agPffbdRNmG1UeOqd7y7CyMhItm7dislk4oknnmDkyJE8+eSTAGzdupXIyEg7R2g9KicLAM2jeAvW+vXr6R/VH08vT8K7hrN+/Xp7hFcunY8/uLhWeaqG7CM/Y/xtFwF3P4xr/SZF292btyPo/n+Ste9rMn/43FLh1njlNk4HBQVx8eLFUvedOHGChg0bWiUoIRxBQEAAs2bNcuq/xm/kXAkWeN/wCdji2tRFZ9KhV33rx+CsXYQAt9xyC7/88gupqakkJiYSFBREQIBjzW5eFaacLNDp0Nzci7atX7+eESNGENQxmEZ3hxF/6BIjRoxg3bp13HPPPXaMtjhN03Cp4p2Eppwskj95G11YZ7x63F5iv1fEAPLifidlw3sFax92uwXNxdUSYddY5bZgDR8+nBkzZnD8+PGibZqm8eeff/LGG28wYsQIsys6efIkffr0oXXr1vTo0YOjR0tf7+jbb7+le/futG/fnrZt2/Ljjz+aXYcQthIfH190w8eN9u/fz/nz5ytVnqNcH86UYGXkg88Nn+9+bhpB7hCXIV2EluLv70+LFi2qlVw5yvUBBV2EmodXsV6f2XNmE9QxmPZTexIyJIz2U3sS1DGYV+a+YvP4KqKv4lxY6ds/xpSVjtvQiWUuXu4f/Tc8O/Ym+b8LuTR7POnfxGLKycSYlkT24R9J/u9bpP5vudNMdlru307z5s1j7969dOrUiY4dOwIwceJE/vjjD9q0acPMmTPNrujhhx9m8uTJxMTEEBsby6RJk0r88l+8eJHx48ezZcsWbrrpJnJycsjJyan8sxLCyh555BFatWpF165dS+xbu3YtJ0+eZNOmTWaX5yjXh6tOw6TApBS6Mj5EHUWmARqVMkymmQ/E2eiGJ2duwdq1axexsbGcP3++xO+ppml88cUXZpflKNcHgMrNQndD9+DxY8dpdHdYUeKhaRoBHetxbMMxm8dXEX1gPQyX4yt1jiHhIuk71uN76yiMAfXKPE5zcaVOzHTy/zxH+s51pH6xktTPlhbtdwkOwZiWTPqOWOpOfgWPthFVfh41QbktWP7+/uzevZslS5bQunVrbrvtNtq0acObb77J999/j4+PebehXrlyhf379zN27FgARowYwZkzZ4iLiyt23OLFixk7diw33XQTULCeVW1oUhaO5+eff+aWW24pdd+AAQMq9ZezI10frtc+MZyhFSszX+HtWjJJDPXViEu31Rgs55ymYdGiRURFRfHpp5+SmJhIfn5+sZ+8PPPvJnOk6wMKusp07p7FtrVp24aUQ3/NL6WUIuXQVdre1Nbm8VVEHxiMoZJdhKn/W47e1x/fW+8163jXBk0JGj2FBi8uJ3D0FOo8NJP6LyylwQtLaThrDfrA+uQc3VOF6GuWCv92cnV1ZcKECUyYMKHKlcTHx9OoUSNcXAqq0zSNpk2bcu7cOUJDQ4uOO3r0KM2bN+e2224jISGByMhIXnvtNby8yr4bIyMjo9h8K+7u7ri7u5d5vBCWkJGRgatr6eMHdDod6enmN4E40vVROCY83wTuDp4YlDYGCyDUR2NzvG0ySGftInzrrbd46KGHePfdd9Hrq/cEHen6gIJB7toNdxC+/OLLjBgxgiMLfiagYz1SDl0l6dAVlq5fUq26rMElsB6mtCSUId+sMVL5V86TffAHAu59Ep27B2RmVaKuYFx6DSq2TefuiVtIGPmX4ioZec1TboL122+/ceHChVLn9Nm8eTMhISF06tTJrIpu7JMt7VbN/Px8du7cyfbt2/H19WXixInMnDmTBQsWlFlu//79iz2eOnUqzz33nFkxVUVycrLVyq4pddaG53hjnUFBQZU696abbmLDhg3ccccdJfZt3LiRNm3aVKo8R7k+crNcAE+uJiaT51Zyv73fx8pIz/NGb8glKal4a0o9vStn091JTEyitF5QSz1Hk4Jcoy+m3CySkvLLPdber2tlr4+EhATuu+++aidXhRzl+gDITU9F6VxJSkoq2hYVFcXKlSt57fUFnNlwmpatWrFw1ev079+/2HHWUNnfHaPeE5Qi8expdIEV3w2dt3UtePmRG9aFvKQki/yuGgLqk3/yoNmvTU29PspNsKZMmcLNN99caoK1Z88eFi5cyFdffVVhIE2aNOH8+fMYDAZcXFxQShEfH0/Tpk2LHdesWTO6dOlCYGAgAKNHjy734oCCQY3h4eFFj23RglXZDxtHrLM2PMfq1PnUU08RExODXq9n4sSJNGrUiIsXL7JixQqWLl3K8uXLzS7Lka6PwDQTYMTHP5Agz9LHYDnK+5hlzKeurydBQcWHOrSvbyLnNyP5noE08LLec8wyKMBAHT9vgoIqXrXMUV5XgCFDhvDzzz9z6623VjsGR7o+AK6aDOh8/Uq8duPHj2fYsGE1/n3Mz2/BZcDHlItHBecZ05O5dPA7/AY9gF9wgyrVV5qsFjeR9O06/F116H3N6+atia9ruVf1gQMHuPnmm0vd17t37zLvorpRcHAwXbp0Yc2aNQCsW7eO0NDQYs27AGPGjGHHjh3k5uYCBfOldO7cudyyfXx88PPzK/qR7kFhC+PGjeO1115j9erV9OzZkyZNmtCzZ09WrVrF/PnzGT9+vNllOdL14SxjsJRSZXYRNvMpSKrOWvlOwhxDwb/OOMj90UcfZeXKlcyaNYvdu3dz9OjREj/mcqTrA0DlZpfoInQkLpWYbDTzhy/QdHp8bh5q0RhcG4YCkH/pjEXLtbVyL+3c3NwyByPm5uZW6g6N9957j5iYGF599VX8/PxYtWoVUPCXzuzZs+nWrRt9+vRh2LBhhIeH4+LiQocOHViypOb1UQsB8Oyzz/Lwww/z448/kpiYSJ06dejduzd+fn6VLstRrg9nSbByjQVddKUNcm92rUErLh16WnG+2Oxry/E54yD3AQMGADBr1ixmz55dbJ9SCk3TKrUeoaNcHwCm3Cx07o6bYGlu7uh8/DGmlD9VglKKrF924Bkeic7L16IxuNRtCC6u5F86i0frLhYt25bKTbC6dOnC6tWrueuuu0rsW716dYV/HVyvTZs2pd5ZtXnz5mKPp06dytSpU80uVwh78vPzY9CgQRUfWAFHuT6cJcHKvNZ65FPKJ2CAu0aAG1a/kzD7WgzOOMh9y5YtFi3PUa4PuDbI/Ya7CB2NOXNh5V/4A8PVCwTc84jF69d0elwbNMVwKc7iZdtSuQnWtGnTuOuuuxg6dCgTJkwoNs5k27ZtlZrnRwhnk5yczJYtW8qc5+ell16yU2TWU5hgGRx8ObGMa2PKvcu4SSrUF+IyrBtDlqH8GByZJf7ocFSmnGx0Ho6eYNXDkHS53GOyf/0WnZcv7q3Dyz2uqlwbhDr8nYTlJlhDhw5l7dq1PPvss0UL2iqlCAkJYe3atQwdatl+VyEcxZdffsnIkSPJyMjAzc2txJQNzppguThZC1ZpY7CgYByWtcdgJV9bUDrAzbEnbBV/UUqh8rLRHLiLEMAlsD45v+8rc79SiqwD3+HZ6WY0vXUGEbo2CiX70G6UyYSmq/gmkJqowlfmvvvu47777uP48eNF40wqewu6EM7m6aefJiIigqVLlxIWFmbvcGzGVVeQDDh+glWQ3JQ2BgsKJhv98rx1n2RKwVhsAp30vpzY2FiWLFnCiRMnSh2ve+WKcyyHUkx+HphMaO4e9o6kWvSB9TCmXCkaL3ej/POnMCZewvPeJ6wWg0uDUFRuNsbkK7jUaVDxCTWQ2WlhmzZt6NOnjyRXQgB//PEHL7zwQq1KruD6MViO3UeYWdhFWMafmKHXlsspbb4lS0m5dv+QfynziTm6jz/+mDFjxhASEsL58+e54447uO2228jLy8PPz4+HHnrI3iFahSk3G8ChB7lDwRgslZeLKTOt1P3ZB39A5+2He0vzx2FXlmu9xgAYEv+0Wh3WVmEL1rFjx1i/fn2Z40yWLVtmteCEqKm6du1KfHzl1utyBoUzuRscvgWr4N8bF3suFOqrkW2EqzkQbKXhNMm5Ck89uOudr4vwtddeY/r06bz44ousXr2ap556iq5du5KcnMzAgQNp2LChvUO0CpVbMIu5ow9ydwksWE/QmHwFvY9/if3Zh3bj0a4HmoUmki2NzrvgzkRTVulJniMoN8H64IMPmDBhAm5ubjRp0gQ3t+J/apW1YrYQzm7x4sU8+OCDNG7cmFtvvbVoGQ9n5yx3EWZU1ILlW/DZdiZdEVzGhKrVlZLnvN2DJ0+epF+/fuh0OvR6fdHSUYGBgUybNo1nnnmGJ56wXveSvZhyCxohHH+Qe33g2lxYTVoV22e4ehHDn+fwHxJj1Rg0D2/QdJgybbTyuhWU+63wyiuvcPfdd7NixQqzF3YWojbo06cP+fn5DBkyBJ1Oh6dn8Q9UTdNIY/9aywAAIABJREFUTU21U3TW4ywJVkWD3Jtfm9bHmnNhpeRBgBN2DwL4+vqSl5eHpmk0atSIY8eOFS1Lo2mac46/4roWLDfHTrB0Pv7g4oohueT7lH34R3B1w71NV6vGoOl06Lx9y+ymdATlJlgXL17k3XffleRKiBs8/fTTtbIF18VJpmnIzFe460GvK/099HfTCHQvaMGyluRcRYC7c/4ORUREcOTIEQYNGsSdd97JrFmz0Ov1uLq6MmfOHLp3727vEK1CXWvB0hy8BUvTNFwCgzGWlmAd2o1H6y4FCztbmc7Lz3kTrH79+nH48GGLrCclhDOZOXOmvUOwC2dqwSptktHrNfeFM1bsnUjJg0AnbcGaOnUqZ8+eBQp6Qk6dOsXkyZMB6Nixo9Ou0GG61oLl6IPc4dqdhDckWMb0ZPLO/E7gff+wSQw6b19MWU7aRTh37lwefPBBPDw8uP322wkIKLnooj0WWBRC2IczJVgVTfAZ6qNZtQUrJReaOGnnQGRkJJGRkUDBd8S2bdtIT08nOzub4GArrj9kZ0UtWG6OPU0DFNxJeONEn1l7vwa9Hs+OfWwSg87biVuwIiIiAHjkkUfK7A6pzHpSQjiTU6dOsXLlyjLn+fnss8/sEJV1Fd5F6OgJVkZ+2eOvCjX31fjsrPWeaHKeoqObY06gWJFHH32U5557jmbNmhVt8/X1xdfXl/j4eObNm8fixYvtGKF1mHKywNXNqnfX2Ypbk9Zk7d2OMSUBfUDdggXSf9qGZ6ebi+7wszadlx+Gy+dsUpc1lPsRs3z58lo5zkSIiuzdu5f+/fvTrFkzTpw4QadOnUhNTSUuLo6QkBBatmxp7xCtomipHAdPsDINCm+X8j/bmvvC2QwwKYXOCp+DKbnOexdh4eLM1ydYha5cucJ7773nlAmWystB5+BTNBTy6jaA1M+WkvHjFvwHP0jemaMYrsQTMPIxm8Vgi0HuZU2magnlJlgxMTFWqVQIRzd16lRGjRrF8uXLcXV1ZdmyZXTt2pXdu3czZswYnnvuOXuHaBVO00WYb0YXoa9GngkuZkKIFbrynPkuwvK+tM6cOUOdOnVsHJFtqNxsh58Dq5DOwxuvbreS+eNm/AbeT+aPW9DXaYh7y062i8HbD6OV5sFSJhOZP24h7YuVePUahP+wSRZPtGrH5D1CWNhvv/3G888/j+7aGlmFXYR9+vRhxowZPP/880654K3OSboIzRvk/tdcWCE+lv3gNZgU6fnOtQ7h+++/z/vvvw8U3IUWExODt7d3sWNycnI4ceIEw4cPt0eIVmfKzXaaFiwAn8hhZO7+gitvTSE//iT+d02y6bqAOm8/VHYmymRE01mu29WYkUriijnknT6Ee5uuZHwTCwYD/nc/bNEkq8IEa9euXfzf//1fmeNMDh48aLFghHAUmqbh5uaGpmkEBwdz9uxZ+vQpGPgZEhLCiRMn7ByhdWiahqsODFZcQsYWMg0QVEH3XGjhXFgZEGnh+lOvLZPjTF2EQUFBRUtH7du3j8aNG5doqXJzc2PMmDH8/e9/t0eIVqdys51igHsh14ahuLfthuHqeQLHPotX1wE2rV/v5QtKYcrKKHVG+arIv3iGhGWzUblZ1H3sNTxadSbjhy9I+fQd3Ft1xrNjb4vUAxUkWNu2bWPo0KHcdttt7Nu3j8GDB5Odnc0PP/xASEhI0cRxQtQ27dq14/Tp0wwYMIDevXvz5ptv0rFjR1xdXZk/f75Tr1Hoojl+C1ZGPjTxLv8YLxeN+p7WmQurcB1CZ+oiHDFiBCNGjCh6PHfuXFq0aGHHiGzPmboIC9WdPAs0nV3GY+u8/QAwZaZVO8Ey5eWQtvVDMnaux6V+E+o9Oq9oEWmfm4eSte9r0neut2iCVW5b34wZM3jqqaf44osvgIL5TL755htOnDiBm5sbt9xyi8UCEcKRTJ48mT//LFiE9NVXX+Xy5ct07tyZdu3asXfvXt544w07R2g9rjrHT7DMGeQOBeOwrJJg5Rb866wTjQYGBqIv4066+Ph4Hn30URtHZBumXOcZ5F5I0+ntdrNbUYJVzbmw8i/Hc2XhU2R8twm/Ox6g/tNvFyVXhXyi7iHv9CHy4k9Wq67rlZtg/f777wwePBidriB7zczMBKBZs2bMnDmTOXPmWCwQIRzJgw8+yIsvvgjATTfdxO+//87WrVvZsGEDp06dYuDAgXaO0HqcIsHKL3uh5+tZa7LR5LyCpM1ZJxp97733uHz5cqn7Cu8idEYqz/lasOzp+hasqso5vp8rbz4BJhP1//k2fgPHoLmUvPA8O/ZGH1SfjG83VLmuG5WbYHl4eGAymdA0jf9n77zDo6jzP/76zmxL7wmdUELoXUUQRFCkHCqg5+lZQLDeeejZOQtSPPXQU+/83XlnxYKigmc/C4KiFFE8em8BQkkl2WSzuzPf3x+bDQlpm7Cb7IR5PQ9P2J3Zmc8mU97zqa1bt2b37t0Vy6Kjo8nKygqaISYmRmLhwoXk5uZWvI6Ojuaiiy7ikksuwWKxsHDhwma0zocARFkp3ryjaIW5yNPIm3If2oNWfpGztASB5a2/DxZAlxjBrhOh9GAFfdNhwZlbRehCNMEImTMFJdKXCNlYgVW6aRU5/3oEe9c+pP7xWayt02tdVygq0SMuo+TnFXgO723U/k6lzktMv3792L59OxdddBGjR49m/vz5JCcnY7VaefDBB+nTp09QjDAxMRrTpk1j1apVNd4o9u7dy7Rp07juuuuawbKTbL/tQiLemcuR8tdKTAK2Dt2IGjqeiF7nBLydkp+Xk7fwcdSk1rR68GVfkrvBBVZxAG0aAHomCA45odAtiQtixZ8/Bys2ABuMwplYRbhkyRLmzJvD9m3byeyeye2ZiUwJ8RDkMwlhsSLskY0SWK6t68h9eR4Rfc4l8dr7EJb6T7bo8ybgXPUZeW8/Q+odT5925WKdHqw77rij4inkscceIyYmhksuuYRx48aRm5vL888/f1o7NzExKnV5g/Lz84mJaZpOx3Xx4PItFI64iuRb5pN0w8NEDbkYvbiQ3JfmULZ3S8DbKfrqHQC03Gy0vKPlVYShsjr0SCkp8RJQDlavBN86W/KD+4XzyyRxttqHTRsRfxVhly5dkFLStm3bitf+fwMGDGD27NktYhbhkiVLmDJlClnebNpM6kKWN5sZb3/Dxz9ubG7TWhSNaTbq3r+d3Ffm4eg+iMTr7g9IXAEIi42E39yBJ2sHxctPP1RYpwdr/PjxFf9v27YtP/30E7t27aK0tJTu3btjs7XQBAITkxr47LPP+OyzzypeP/XUU6SlpVVZx+VysWzZMvr379/U5lVj8ZbD3JfeB0d33xN1RN+hyLEaR5+4Beeqz7B36lnvNtwHd+E5vJf4X/+BgsXP4cnei0UkGTpEWKqBJDAPVmacr/fX5nw4N63+9QOlJTYZPbWKcN68eS26mnbOvDkk9kml173nIISg7bjObH5iNU8u/pBr5j7T3Oa1GJSo2AYluZft3kTOvx/B2qYTiVNnIdSGtfu0d+pJ9MjJFH74IkhJ9KjLG53kX+ee58yZw4wZM2jTpg3gc/tmZGQAkJ2dzb///W8efvjhRu3YxMRo7Nixg48++gjwnQvfffcddnvVJBqbzUbv3r157LHHmsPEehGqiqPnWZSu/zagERHF336ImpBK1FkXUrD4OfTiQiwGDxE6Pb6f9TUaBXBYBF1iYHOQPVgtUWBVZtGiRc1tQlDw5h6heOVHRJ41Glubqi0ntm/bTptJXSrOISEE8X1T2bkkeFVoJr48rEA9WK6t68h5eQ729B4kTX8YpZE9yeImTkdYbRR+9BLuw3tIuPz3KBH19HWpgTovMY8++ihjx46tEFiVOXz4MI8++qgpsEzOGGbOnMnMmTMB6NSpEx988AH9+vVrZqsajr3bAIqXL8F7/BDW1Ha1ric9bko3rCT6/EkIq82XC1HqNHwVodPr+xmIBwt8YcJgC6z8MklCC2vRcO+99/KHP/yBdu3ace+999a5rhCCJ554ooksaxxS18l96VE8h/dS+r+VtHro1SoPJJndM8namE3bcZ0RQiClpGDDUbqld2hGq1seSlQsWmFuvet5juwn99XHcHQbQNLUPyGsjX+CEYpC3PjrsaZ1IP/dv3F0z2YSfnMHjgbm19UpsOp6ws3OziY+Pr5BOzMxaSns3RucKpPmwNrKdwPQco/UKbBcO39BukqIHDACACUiCr2kyPAerOJyD1YgVYTgS3R/dUdwv3BL9GC9/vrrXH311bRr146FCxfW6R01gsDSco/gObyX6PMnUbxiKZ5De7C1OxnyfPjBh5kyZQqbn1xDfJ8UCjYeJ29TDs8/c3czWt3yUKJi8WTvq3MdWVpMziuzURNTfTlXpyGuKhM56AJs6T3Ie+spcv4xi4gB55N4zb2IWnq8nUq1S8yiRYsq3LtCCO66665qQsrlcrFu3TqGDRsWhK9gYmJMcnJyeOaZZ1i9ejXZ2dm0bt2aIUOGMHPmTFJSUprbvFpRYxNBCLTCnDrXc21Zi5rUCkuaT5ApkdE+D5ZV4NGNm+XuLM/QDyTJHXwerMMlUFAmg9YYtKAMMk95PnUf2kPJj1+BEET0HRZQjlw4kZ2dXfF/fxNeI+O/qUePnIRz7Ze4Nq+uIrAmT57M+++/z9z5c9m2dBuZGV14fEIbLhs/tnkMbqGoUbH1hgg93y5FLy4k7e7ng97o1ZLUipTfP0npT9/gXPulr1t/ZGDT36tVEbrdboqKiigqKkJKidPprHjt/yeE4LrrrmuxzeJMTOpjzZo1ZGRk8NxzzxEdHc2wYcOIjo7mueeeo2vXrqxZs6a5TawVYbGixMSjFdQusLw5hyn5aTkRvc89mWMSEY1eWoxFGLuKsCIHqwEhQoAtBcH70vluScIpbR+KVyzF+cMnlKz9kvxFTyN1A7sJWwCeI/sRkdGo8SnYO/WgbO/WautMnjyZ9T+tp7SklLWf/IdxXdNaXCf35kaJikV3FtVaua2dyMP701dEnz8JS3LrkNgghCBy8ChSbvszSoDiCmrwYF1//fVcf/31AFxwwQX83//9Hz169AiepSYmLYDf/e539OrVi08++YS4uJMzsgoLCxk3bhy///3v+fHHH5vRwrpR45LrzGso+PBFlMhoYi++uuI9xRGJdJVgTWghOVgBhggrVxIODVIlYUFZ9Saj3twjOHqfS/R5Ezn+3F24tv7YoH5l4cjOnTvJysrC5XJVW1a5Sj0c8RzZj7VVR99g9w7dKf72gzrTZmRZKYDZyT3IqHFJoHnQC3NR45OrLS/6+l1QrcScP6kZrKubOi8x33zzTVPZYWJiKDZv3sy7775bRVwBxMXFcf/993PllVc2k2WBocYl1+rB8uYfx7VxNfGX/66ikzKAsNpbRA6WX2BFBiiwTqeSsNAteXePpFMMDEoWxNsF/8uVHHNBm8iqN2otJxt7l97YOvXE1rE7xcuXGFZgbdu2jauuuooNGzbU6HkQQqBpWjNYFjjeYwextesKgK1jJnpJUZ2FIXq5wDI9WMHF1rE7AGV7t1Tkg/rRTuRR/MMnWM79VYM8S01FnZeYP/3pT+Tk5NQYCrz55ptJS0tjzpw5ITPOxCRc6dq1KwUFBTUuKywspHPnzjUuCxfU+CTcuzfVuKz0fytBVYkcXHWYu7DakF634asISxsosAD6JQnW5zRcYN22UuOt3eVzB+3w4nCVB9dp9EmAa7qeFFjSXYZWmIMlqTVCCKIvmEzeq4/hztqJrX1Gg/fb3EybNo2ysjIWL15Mt27dDNkzUcs/jtrXl2ds69QDVAuuretqFVjSXe7BamRrAJOaUeOSUJNb496zqZrAKvr6XYRqxTpkXDNZVzd1dnJftGgR5513Xo3Lhg8f3mJ6nZiYNJS//OUvPPLII6xYsaLK+8uXL2f27NksWLCgmSwLDDU2Ce1Efo3LXFvWYu/at9qTuLDakB634XOwSrwSm9KwLuqDkwU/50q0BiT3f3JA563dkpdHqGy9wsK5qYIpX2nsK4JFoyw4KiXZe/N8SeH+HJKIPsNQYhMp+cmYUYSNGzfy1FNPMWXKFPr06UNmZma1f+GMXuZCdxaiJviKVRRHFPaM/rg2rar1M7LUCUIgHJFNZeYZg71TL8r2bq7ynlaUj/OHT4k+/zKEo+E9qpqCOgXW4cOHad++fY3L2rVrx8GDB0NilIlJuHPPPfdQWFjIqFGjSExMJDMzk8TEREaPHk1hYSH33Xcfffv2pW/fvmHZK8tXEVhcLXyjFRVQtntjjaEpYfEJLMN7sDSIaFhzZ85KERR7YHthYOufcEtuWalxcTvB1G6C7vGCjy5Wee5chXdGq/RIqCruvLnlAivJJ7CEqhLR82xcW8I3j68u+vTpQ15eXnOb0Wi0/GMAWBJPJt1FDhhB2a4NlO2rnuwOoJc6EfZIhFLnbdWkEdg798JzaC+6q6TivaJl74GqEnN++M61rPMyk5KSwqZNmxg5cmS1ZZs2bSIxMTFUdpmYhDWDBg1q9PiEcECJiAZdQ7rLEPaTIQ3n958gVJXIgRdU+0yFB8vgOVilXoho4AzXQSm+v/WPxyUTq+fZVuOu1RoFbvjneWrFcaIIwe29a96xNycbrDaU2JPXVEfPs3Cu/ty3TLHX+Llw5bnnnmPGjBl06NCB4cOHN7c5DcYvsNSE1Ir3Is8aTfHKj8h740lS73wWNSq2ymf00uJGdfs2qR9bp14gddz7t+HIHIgnex/FKz8iZtQVvjxRV3iK+ToF1mWXXcbs2bM5++yzOfvssyveX7t2LXPmzOHXv/51yA00MQlHXn311eY24bQQ5TcCWVoM5QJLSolz3VdEDByJElV9WLWw2pGeMsN7sEq8Dcu/AoizCTLjYF0AAuuzLJ0Xt0teOE8lPSYwEa7lHMaS2KqK98PebUB53s+P0KvmVI1wpX///gwdOpSRI0dis9mqDT8XQnD06NFmsq5+vPnHQCiocSf/2EJRSZr6J44+9XtOfPwKCVfOrPIZvdTpe3AxCTqWtPYoUbGU7dmMrVNPcl97DEtyG2JHh7cGqfMyM2/ePL7//nvOPfdcevToQZs2bTh8+DBbt26lf//+zJ8/v6nsNDEJG1wuF6mpqbzxxhtccsklzW1Oo/DfCPTS4orSZ++R/Wg52URMvq3Gz/iT3I2eg9WYECHA4BTBj/UkuuvyZGjwxu6Bezi9udnVevgojkjsXXpTunktqsEE1q233sprr73G+PHjDZnk7j1+CDUxtVrHbktSK2LH/JbC//ybyLMuxN65V8UyWVpc8eBiElyEENg69cT5/ceU/u87tNyjpN71HMIW3p7dOi8zcXFxrF69mtdee41ly5aRm5tLnz59uPPOO7n22msNd9KYmAQDh8NBVFSUoY9/fyhDL3VWvOfa9hPCasfR7WTO2JIlS5gzbw7bt20no11rbu+RhHWssT1YvhBhw8O7Z6UI3tur467ju2/JhwPF8PIIpUEhZG/OERzdB1V739HzbAo/foUIT1mD7W1OFi9ezIIFCypmdxoNz8Hd2Np2qXFZ9PCJlG74npx/PUTS9bNw9BgM+EOEpgcrVMSMnEzx958gFIXIS2/C2qpjc5tUL/Vm49lsNm688UYWLVrEF198waJFi5g+fbqhby4mJqfL9ddfz0svvdTcZjSayh4sP54j+7G06oCw+M7tJUuWMGXKFLK82bSZ1IVDDic3fbiOA98uxWvgUTklXtngECH4BFaZBlsLa79sLs/WsSpwblrg4krqOt68I6hJraotc/Q4C7we9L1bGm5wMxITE0P37t2b24xGIaXEfWgX1nY1CyyhWki+8VFs7TPIf+95pObr+6EV5vmaYpqEBHvXviRd/wCJ195XIWrDnYAuM1u3bmXdunVkZWVxww030KpVK3bt2kVaWlq12LqJyZlAQkICP/zwA/369WPs2LGkpqZW8VgIIbjzzjub0cK6OZmDddKD5T2ahTXtZNXwnHlzSOyTSq97z0EIQdtxndn8xCrWvz6PtPnhW7lTH40NEfZPEqgC1uerVC8B8LEiW3JWiiAywDmHgK+jvtdT45gPS2o71KRWaLt/gSGjG250M3H77bfzwgsvMGbMGMMVg2i5R5AlxVhr8WCBzwMcP+kWjv7lNopXfkzM+ZehFRxHjTdeQr9J6KjzMlNSUsKMGTN45513EEIgpWTs2LG0atWKBx54gE6dOvHkk082la0mJmHDAw88APgG3G7cuLHa8rAXWFY7qJYKD5aUEs+xLByV2jNs37adNpO6nJxFKATxfdM48P4OEg0fImz45yItgn5JsDa35g9LKfn2iGR6ZsPK9L05hwGwJLeptkwIgaPHYEo2r61zTEu4kZuby08//URmZiYjR44kPr7qZGshBE888UQzWVc3zh+/Qtgc2Dv1qnM9a5tORA2dwIlPXsHRrT+684TpwTKpQp0C6+6772bZsmV88sknDB8+vIq3avz48fz1r381BZbJGYlu8EG8QgiUiKiKvjJ6caHvqb1Sl+rM7plkbcym7bjOFQ9YBRuOktwxw9BJ7iVeiG9kL8jz0hQ+2lezwNpWAMdKYWTrhokgreA4QEVTy1Nx9DgL58qP6xzTEm688cYbALjdbj766KNqy8NBYKlCgOZFej3oLieew/vwHNpN8fKlRJ4zJqDRK3GXzMC1eTXHnr0LwJBd901CR50C67333uMvf/kLY8eOrTY3Kj09nX379oXSNhMTkxCiRERXeLD8jS7VSl6Uhx98mClTprD5yTXE90mhYMNx8jbl8Nu5T7LSwPqysSFCgGFpguc2KxwtkaSdMktwRbaOKmBoA/KvwDcmB0XxeRVrwN61X71jWsKN7Ozs5jahXnb+7kKsbz7MoTcrvalaiegzhLgJ1we0DcXuIOHqu8h77c/Ye56FpZbEa68uySqGohKBjJTE2xo2SeBU3Jokrwx0CakRYDmNbZmEjjovM8XFxbRuXT0vAMDpdNb4vonJmUJubi7PP/883333HXl5eSQmJjJixAhuu+02kpLCP1QgIqKQJT6BpRX6Bj9b4k96USZPnsz777/P3Plz2bZ0G906deTxCW04cd5FfHOoWUwOCqVeSYTauG7bw1r5bmTfH5VM7nSKwDoiGZwiiLY2VGC5EFZHreE/xe5A6dgD15a1Ie1a7dq6jvz3/u5rohkdV/8HDM6dX2zksXlz6dgxHcXuwJLWAUtKG4TaMPXt6DaA1vPeqfXv99F+nT/8oLGvGCAa8CXF21WwKb6fkRZIskOvBMH9/VR6Jda8rZVHdJ7fovPJAUmRx/depAWGpApeHqHSMcC+ayZNQ51Xmb59+/L+++/XuOyTTz5h8GBjZPKbmASb3bt307dvX+bPn4/X66Vbt254vV7mzZtH37592b17d3ObWC9KZCxayQkAtIIcsNoQp4RFJk+ezPqf1lNaUsraj95jXNc0bHgNHyJsTBUhQNsoQftIne+PVv0F6FKy7LBscHgQQHrK6u3no3btT9nujejOogZvPxDK9m4h95W5WFt19HXGPk2WLVvGe++9V/H68OHDTJw4ka5du3LLLbfgcrlOex+ny392HMHVZSBRZ19IRL/zsLbq0GBx5ac2cSWl5OaVGh2iBZ+OVXnvvBKWXKjy4nCVBecozB6o8Mc+Ctd2VTgnVWHlEUmf973csUpDrzTG6rBT8ttlXoZ/pLExT3JPX4UPx6h8OEbl0UEK2wokt/+g1WiDSfNR59H00EMPcemll1JSUsIVV1yBEIK1a9eyaNEiXn75ZT799NOmstPEJKy46667iIuLY9WqVXTo0KHi/aysLMaOHcvdd9/N0qVLm9HC+lFj4isSrLWC41jikutMohYWKwA23WvsPlinESIEOCdJY+WRqnlYm/J8+VcXtW2EwHLXL7AsfYbi+eYdir//mNgxVzV4H3Xhzckm598PY22XQdL1s4IyS2/WrFlMmjSp4vXtt9/OunXrmDJlCu+88w6xsbFnRP7uL7mQXQJvjFQY1VYhL08jMbH2369bU/j7Zp271+jkl0lu66mw/LBk/i86DhVeHK4yLVOgVDpPJwKdYgSXf6Xx0X6diR3NWYjhQp1/iQkTJvD222+zcuVKLrvsMqSU3Hbbbbzzzju8+eabjB5tnLJhE5Ng8s033zBnzpwq4gqgffv2zJ49m2XLljWTZYGjRMehF/umF2uFuSj1VUCp5QJLes64WYSVOSdJ4+ccSUklN95Xh3w3wGENzL+CcoFVS/6VHxEVR9TZYyj+9gNfzlaQkO4ycl+ZhxIRQ/KMR4LWGXvHjh0MGDAA8KWafPLJJzzzzDP8/e9/54knnqji3WrJfH/U1xfNH1quD5sq+GNflTcvUHlzl2TIfzRmrdO5NkNh+68tTO+uVBFXfianCy5qK5i5SsNlZPdyC6Pe57jLL7+cyy+/nB07dpCTk0NiYqJhG8iZmAQLXdexWGo+fSwWiyGqDNWYeLSiAsAXIrTUUsXmxx8+sUpje7BOJ0QIMCRZwyvh22zJ2Pa+m91XhyXntRI4GtD/yo90uxA2R73rxYycjPOHT3H++BXRwyY0eD81UbDkH3iOZZE6869BCQ36cbvdFefHt99+i67rjB8/HoCMjAxDJMEHg/U5kt4JYG/g5ICruioMTBaUeCEjjnrz+oQQ/G2oSu/3vDy9UWfWgNN4gjAJGgH7Ert168bQoUNNcWViAgwbNoy5c+eSl1d1int+fj7z58/nvPPCf3acEh2PdDmRXjdawXGUuLqnGFeECPEYVmBJKXFpENEIIeSnR6xOj3h4bafvl+DWJCuyZaPCgwC6pwwlAM+RJaUNEf2GUfTVO+hlp5/D5Nr+M87VnxM/6RZstXQtbyyZmZksXrwYj8fDSy+9xJAhQyra/GRnZ5OYmBjU/YUrG/OhX1LjjovMeMGbSvVcAAAgAElEQVSA5MCLJjLjBbf3UnjsF53DTtOLFQ5Ue457+umnA/5wuDdTNDEJFU899RTDhw+nY8eOjBo1ilatWnH06FG+/vprbDYbr732WnObWC9KtK/5o1aQg5Z/HEtK9UaXVbD4PVgamsRQjS/9uMrzgE8nB0sImJ6p8Kd1OnkuyaZ8SYkXLmzbuNyXQHKw/MT9ahpHnriFE/99k/hLpjdqfwC620X+4uewd+1L1LnjGr2d2pg1axa/+c1vePHFFxFC8MEHH1Qs++KLLyrChy0ZXUo250uu7Nx0OVEPD1R4fZfOVcs0JncSRKiCo4VWMlN0BqUIusQa63w1OtUuM3fffXfAHzYFlsmZSq9evdiwYQNPP/00K1euZMuWLSQmJnLTTTdx55130q5d+PcrUmN8Aqts7xaQer09lkR5DpZV99WHeyU0sCNBs1Piq5An8jQjKNdmKNy/VueVHb6KwkQ79G9kZw7pdqE4Aut8akluQ+xFV3Hi8zeIGjwKa5tOjdpn0dfvohXmknzL/JCI5ClTprBhwwZ+/vln+vXrR+/evSuW9evXj6lTpwZ9n+HG/iLf8dYzoelOkni74N/DVWb9qHHfWolbg0jVjrO8j+VZKYI/9FL4bVdhuIcjI1JNYBkhd8TEJBxo165dgzy+4Ybfg+Xesxnwzb2rC3+I0Cp9KsWrg9VgBUul5QLrdDxYAKkRgokdBXev0bGr8Nr5ao3Jx4EgPWWI2MBDZjGjLqdk3TIKlr5Ayu8eb/j+dJ2StV8SddaFWFPaNvjzgdKjRw969OhR7f3bb789ZPsMJ7YW+MJ0vZpQYAFclq5wWbpS0eahID8fLSKB745I/rVN59rlGh/s9/XNirWZIiuUVLvMDBw4kNdff51evXoxZ84cZsyYQZs29YQOTExMWLlyJdu2bWP48OFkZmY2tzn1osbEgdVGyU/LEI6oCsFVG/4kd0u5B8ujQ0TIrQwupUEIEfq5q4/C/mKN/xumck5q45VmIFWElREWK3G/mkruy3Nx7fwfjox+Ddqfe98WtPxjRA4e1VBTG0RRURFffvklBw8erNb3SgjBPffcE9L9NzfbCiSRFmgX1Tz7ryz4UyIEkzsJJndSWLpX5/oVGud/7OWHSyynlY9oUjfVLjObNm2iqMjXzO7RRx9l7NixpsAyMTmFq6++GrvdziuvvALAP//5T2677TYA7HY7H3/8cdi3MREWG5GDLqBk9X+xd+tRf8jAn4PlDxEa0NldESIMgsAa1krhp0mn78JrSA6WH0efoVjbdeXEZwuxd13QoHBPyU/LUeNTsNUzzPh0WL58OZMnT6agoMA39/KU3lpngsDaUQgZsTTasxkqJnVS6BwrGPIfL3ev0Xl+mFlxGCqqXWbS09N58cUXcblcSClZv359nV13R4wYEVIDTUzCkZUrV7JgwYKK13/+85+ZMWMGTz/9NLfeeiuPPvpo2AssgNiLrkIoFmLH/rbedYWigqJU8WAZjdLyHkERDSybDyWBdHI/FSEEseOvI/dfD1O27SccPQKbqiE1L6W/fEvkORcHpaFobcycOZOePXvywgsv0L17d1T1zLuJ7zohyYgLn+OsMv2SBE8PUbjte50xbQWXphss1m8Qqgms2bNnM336dF555RWEENx6663VPiSEqKggOnUItInJmcDx48cr5nRu3ryZrKwsZs6cSXR0NNdffz1XXHFFM1sYGJakViT8OvCcGKFasUjfOW9IgRXEEGGwaGiI0I+jx1nYuvSh4IN/kdatf0BjXlzb16M7TxA56ILGmBowu3btYunSpfTqFTovWbhzqETSp46u7c3NLT0UluyT/Pl/uimwQkS1M/Lqq69m4sSJ7N69m4EDB/LKK69UqQAxMTGBpKQk9u/fz/Dhw/n8889p3bp1xc1E07SWWyyiWlD18iR3A7baCWaIMFgE2mj0VIQQxE++lWMLfk/xt/8h5oIp9X6mbMd61PiURlcfBkq/fv3OmGaitZFdAq0DKw5tFoQQXNtV4foVGtklktaR4eltMzI1XmZiYmLo378/jzzyCBdddJGZg2Vicgrjxo3jvvvu43//+x+vvvoq1157bcWyTZs20alTaG9gzYWwWLBII4cIfT9PZ1ROMJG6jgyw0WhN2Np2JmrYBE58/iYRA0Zgia+7G3/Znk3YuvQOeYn+888/z9SpU0lPT+f8888P6b7CkVKvpNBN2IuWCR0EqoCP9ktu6hHethqROp/jHnnkkYr/Z2VlkZWVRb9+/YiKaqayCBOTMGHBggVomsbnn3/O+PHjmT17dsWypUuXMnbs2OYzLpRU9mAZUWCFWYhQet0AjfJg+Ykbfx2uTavIe+3PpPz+yVpDhXqZC8/BXUSdc3Gj9xUoY8aMoaSkhFGjRmG1WomNja2yXAjB0aNHQ25Hc3G01PczLczLbJMcgvNaCT7cr3NTDzNMGGzqvcz861//4tFHH+XIkSMA/PjjjwwcOJBJkyYxcuRIZs6cGdCOdu7cyfXXX09OTg7x8fG8+uqr9OzZs8Z1jx8/Tu/evRk+fPgZMxTUxFjExcXx8ssv17hs5cqVDd6eUc4PUUlgGdGDVeKVKAJsYXIv8Q9ubkwOlh8lMobE62dx/G/3UPjJq8RfMqPG9dz7t4KuY+8c+ryo6dOnB9VLZpTzw09++TzuJHv4e4Uu6SCYtU6n2CMDHstjEhh1CqxnnnmG++67jzvuuINRo0YxbtzJkQojR45k8eLFAQusm2++mZtuuompU6fy3nvvMX36dFatWlXjurfddhvjx4+vaBdhYhKuFBYWsnHjRrKzs2ndujV9+vQhLi6uwdsxyvkhVAuKgQVWqdcXHgyXLtbSUy6wGhki9GPv1JO4iTdQ+J9/Y0lsRfR5v6q2TtnuTYjIaCxpHU5rX4Hw+OMNb4BaF0Y5P/zklfkSFBNO78/aJFyarnDXGp0vDkomdwqP86KlUOdz3N/+9jceeughnnjiCS688MIqyzIzM9m+fXtAOzl27Bg///wz11xzDeAbo7B371727dtXbd0333yTtLS0MzJub2IcdF1n1qxZtGvXjhEjRnDllVcyYsQI2rVrxwMPPNCg6lpDnR8WayUPlvGy3Eu18AkPQiUP1mkKLIDokZOJHnEZBe/9Hee6r6std+/ZjL1Tr5C2ZwgFhjo/yvF7sIwgsLrECrrFwVeHjHc+hzt1XmoOHTrE0KFDa1xmtVpxOp0B7SQrK4s2bdpgKW9UKISgQ4cOHDhwgPT09Ir1Dh8+zNNPP82KFSsCdu0WFxdz4sSJitd2ux273QBHtYmhueeee/jb3/7G/fffz+TJk0lNTeXYsWO8//77PPnkk7jdbp566qmAtmWk80OoFhTN2Enu4VZBCKcXIvQjhCBu0s3oLif57zyLrX03rGntffvRvLj3byV27DWnvZ9A2b9/P6+//jo7duyosZfi4sWLA9qOkc4PP/luEECc7bQ31SSMaCX47ogOhEn1RwuhzktNx44dWbt2LaNGVR+psGbNGrp16xbwjk51yUtZXS3feOONPPnkk0RHRwe83VOfVO69917uu+++gD/fUPLz80O27XDZ55nwHU/dZ2Ji4LPgAF599VXmzp1b5Vhr06YN/fv3JzIykgULFgQssMA454cmwesqASC3sIg8e1VPXXP/Hesjr9iODZW8vMaHj4L5HbXc4wCcKHWh5OUFZZ9y9NWIXRs5vvAJ7NNmIxQF7/afkO4yXCnpeOrYT237bOj5sX79ekaMGEFKSgr79++ne/fu5Ofnc+TIEVq3bk3Hjh0btD2jnB9+DuXbiLXaKDjl7xau58eAGAsvbo9g95E8Ek5TFIbrdwzlPms7P+oUWDfeeCOzZ88mJSWFyZMnA+DxePjkk0/4y1/+wvz58wMypH379hw8eBCv14vFYkFKSVZWFh06VM0FWLVqFdOnTwd8TxalpaVcfPHF/Pe//6112ytWrKB///4Vr5vCg9XQi40R93kmfMfT2aemaQwcOLDGZYMGDWpQiNBI58cxRwQOiwJeiIiKIbGGRorh/HeUVo1ou37aNgbrO7qO2igD4lNaYUmoe5sN2WfZNfdw/G93Y133X2LGXMWxb9/H3rUvyb0HNyj/rLHf85577mHixIksXLgQm83G66+/zsCBA1m2bBnTpk1j3rx5AW/LSOeHH69FI66W4ywcz49xFgnrvGwpi2diq9MPIYfjd2yOfdb5m7z77ru54YYbuOmmm0hJ8fVXGTZsGJdeeinXXnttxey1+khNTWXAgAG88cYbALz//vukp6dXce8C5OXlsW/fPvbt28eCBQsYN25cnScHQHR0NLGxsRX/zPCgSVNw+eWX8/bbb9e47O233654IAkEI50fxk9yl0SG0XDbYCW5n4q9cy9iL/4tJz5/nbzXHsOTvY/YCVObLLl//fr1XHfddRUzCP0hwlGjRvHQQw9x7733BrwtI50ffoo8EGsNyqaahPQYaBsF3x0x87CCSb3ZCM899xx33HEHX331FTk5OSQmJjJ69GgyMjIoKioiJiYmoB298MILTJ06lccee4zY2Fhee+01AMaPH8+cOXMYPDiwWVomJs3FkiVLKv5//vnnM2vWLC644AIuu+yyihyspUuXsnv37oC9u36Mcn4Ii7EFVok3fJqMwskkdyUIOVinEnPxb9GcJ3B+9yGOXudg71RzW4NQ4XA4UBSFlJQUDhw4UJHPm56eztatWxu0LaOcH35OeCQxBmp5IIRgeCvBt6bACioBpXt27tyZm266qeL1sWPHmDVrFv/4xz8Cjn1mZmbWWFb76aef1rj+1KlTmTp1akDbNjFpCi6//PJq7x06dIgVK1ZUe3/atGlcd911AW/bMOeHakV4vKAaU2DVVEVY+NHL6CVFxF/+u4Dm+QUTvdyDhTX42dBCCOIn3YK1VUccPc8O+vbronv37uzZs4eRI0dyzjnn8Ne//pXBgwdjtVpZsGBBNe9TfRjm/CinyAMxBvJggS/R/b09Ok6PJMpA4jCcqfFqsnr1al577TUOHDhA165d+cMf/kCXLl04evQoc+bM4ZVXXsHtdnPVVVc1tb0mJs3G3r17A17X4/GE0JLmQ6gWhKvUJ7AM+LBb6q1aOi+lxLnmC/TiArTCHJKmPhj0cF1dSHcZwmYPWehOKArRwyaEZNt1MX36dA4cOADA/Pnzufjii8nMzAR8nq1AKwiNygk3xBqkgtDPsDQFr9RZnys5r5UpsIJBNYH12WefMXHiRKSUpKSk8OWXX/LWW2/x+uuvc80111BQUMBVV13FQw891KAqQhMTo1Nf5dOxY8d4++23efPNN1m3bl2DEt2NgrBYEAZu01DihTaVBvBqBcfRiwuIHnEZxd9/QvH3Hwc0NDlYSLcLYW38mJxw5YYbbqj4f58+fdiyZQvfffcdpaWlDBs2jLZt2zajdaGnyAPtDDZRrkN58WV2SfPa0ZKoluT+2GOPMWjQIA4dOsSRI0fIy8tjzJgxXHLJJURFRbF27Vpef/11U1yZmOCrVlq4cCEXX3wxbdu25Y477gB8TXpbJKoFofuEoxEFVqkmiaiU5O4+sAOAmNFXYEvvjntfw3KDThfpKWtSj1lT4HK5uOKKK/juu+8q3ouPj2fixIn8+te/bvHiCqDIYDlY4OvZZVXguMuArukwpZrA2rZtGw888ACtWrUCfFUWjz/+OF6vl8cff7zW0nQTkzMFr9fLhx9+yJVXXklaWhrTpk1j69at6LrOu+++y5o1awKusDUaQrUivR5UYdBO7qc0GvUc2IEal4wal4StQzfcWTub1B7pLgtKk9FwwuFw8N///rdFenADpdgD0QbLwRJCkOyA46XNbUnLoZrAys3NpU2bNlXe87/OyMhoGqtMTMKQb7/9lptvvpm0tDQuu+wyvvnmG6ZNm8bKlSvZsGFDRVi9JSMsFqTmxaoY04N1ahWh+8AOrB183nhb+wy0vKNozhO1fDr4+HOwWhoXXngh33zzTXOb0Ww4vRAVRhMDAiXFAceqN903aSQ1HgK1JVyqahjVNzcxu09Ilh2WFBdbSc7VSXb4qkQiLYJ4GyQ5IM5mLJewScMYOXIkQghGjx7NH//4Ry666KKKc6KwsLCZrWsiVAt4PYYVWJWrCKWu487aQczoXwNga+8TWp6snajdBzWJPdLtQthaXg7WrbfeyowZMygtLWXcuHGkpqZWu6/07Nm0bSOakmIPRBnMgwWQ4hAcLzWeZzpcqVFgXXDBBRUN4iozfPjwKu8LIc6IG8vzmzXuXK3j0UHBjk7Nru84GwxJFTx7rkpmfO1iy61JfsqROL2QHi3oHAtKEzUANGk8/fv355dffmH58uUoisKxY8eYNGlSwL3gWgLCYjW0B6tyiNB7/BDSVYKt3IOlJrdGOKJwZ+3E0VQCqwXmYAFcfPHFADWOjJJSIoRosSFETZe4NIgKo4a2gZISAUfMJPegUU1gPfLII81hR9gipWTOep3J6YKXz1dxncgnIjaBXJevUsTplRS6IccF+4okL27X6bfEy9+HqszoXlWk5rokD67TWbhTp8R78v3OMXBjd4W7+ipYFeOdlGcKP//8M9u3b+eNN95g0aJFTJ06lVtuuYVf/epX/OpXv2qyLtnNiVCNLbAqhwjdB7YDvtAg+B4Ybe0zcGftaDJ7WmqI8LPPPmtuE5oN/7XdaDlYAKkOwcY8A57YYYopsOphWwEcK4UbMhUiLQIXEGERtKuYJ1r1pnp7b4U7VmncvFKjbRSMa6+gS8lL2yX3rdXQJdzfT2Fce0G8TbDzhOTt3Tp/WqcTYYGZvc/cMKwRyMzMZO7cucydO5fVq1fz5ptv8u677/Lee+8hhODZZ58FYMSIEc1saYiwWMBrTIHl0SWapKKK0JO9DzUxDSXypAfS2j6D0p+XN5lNutuFJTLw4cThzMKFC5kwYQJJSUkVHqwzEWe5wDJqDtZxMwcraBjwEGha1h73xaPPTQ3MOxFpEfxjmMqREo3ffK3x266SH49L1uVIrs8QPHmOSmrEyW11jRPlIszLgg06t/ZQsKkt3xPSEhgyZAhDhgzh2Wef5YsvvuCtt97igw8+4IMPPqBjx47s2bOnuU0MOkK1IDVj5mCVlt/4/CFCvaQIJTquyjq29hkUL3sXragANSY+5Db5QoQtIwdr2rRprFq1iqSkpOY2pVkpLu8xbEiBFQG5LtClNNNWgsDpj81u4WzOl6RHQ0wDEthVRfDmBSpD0wTfH9VJi4BlE1ReHWmpIq4qc38/lYNOeGu3mWBoNBRFYezYsSxcuJCjR4/y5ptv0rt37+Y2KyQYOQfLH7rxhwhlqRPFUbUbpK1dVwA8h3Y3iU0tqU2DlOa1Cyp5sAwYIkxxCDQJ+WWnv61ij+T9vTpHSs7c48KAGrtp2Vog6ZHQcCUfYxN8Ni7wX2+vRMElHQVP/E/jugxhPj0YlIiICH7zm9/wm9/8prlNCQ3lVYQ2IY0rsPweLFcJSkRVgaUmpYHFiudoVpMkurfUJPczGafXJygMmeRe7kw9VuqrjG8supRcvUzjowO+38WUToLFo9Uz7r5mCqx62FkoGdu+aRx99/dTGPqhxkf7JZemn1kHookxEKoFpMSh6nh0Y+ULHi0vP/d7kfVSJ2p8cpV1hKJiTW2H9+iBJrGppSW5L1q0iJUrV9a7nhCCO++8swksanpKjJyDVX5uHHdJetD4e9CjP+t8fEDy1gUqeWWS3/+g8/J2yYzuZ9Z9zYCHQNOh6ZI9RdA1tmn2d26awrA0nQUbdC5NN6O3JuGHsPjiHpF4cWvGunwccvp+ti2fRShd1UOEAJa0DniOZjWJTS2tD5a/yKM+zgiBZcAQYWr5oXg6ie4/5ynM+Vln7iCFq7r67mM/Hpfcu1bjko6i1jSZloh5F6+DLKcvzyQjtukOiLv7Kqw8Kll91GDxF5Mzg8oCy2CH6KESSYQKCeUOI93lrBYiBLCmtW8SD5aUskXlYAGsXr0aXdfr/ddSe2ABOMuT3CON9fwBQLwdVMFpNRv9y1Y7mXHwQP+T8mLBEBUFuGdNy/2714QpsOpg1wnfQdalCQXWxA6CjFi4e43Olwd1clzScDcyk5aLUH13jQhhQIHlhLZRJydVyNISRC0eLL24MPQjczQPSL1FhQhNTnqwjCiwFP88wkZ6sH48rvPFEQsPD1RRK/V0THYIHjtLZeFOyZpjBrtwnAamwKqD3SckioCOTdioW1UEfz1XZV+xZMxnGimve2m9NIZzPvDy980apd4ztyLDpPnxC6xIPLgN9jB60ClpG1UurjQv0lNWqwcLwBviMKF0+0q1WlKI0MSX5O5QjTud43R6Yc35WadrtMaVnat/9+mZgn6JcMcq/YypODUFVh3sK4L2UTR5d/UJHRSyrrKwYYqFpRepPDPQRatIuHOVTu/3vHx58Mx5AjAJM8pDhA6hGdODVZ5/pZf6ErIUR2S19SwpbUEoIQ8TVgisFhQiNPF5sIyY4O4nxSE41ogQ4aY8yccHJH/s7q7ivfKjKoJnzlVZfUxyxyqdYk/LF1mmwKqDfcWS9JjmeQoRQtAnUXBZusK1nTz8Z4yFTZdb6BgtGPOZxhs7DXZ3M2kRVIQI8RhPYJVU8mC5fAJL1ODBElYbalJayBPddY9fYNlCup+mQtd1zj777OY2o9lxeo0ZHvSTEtE4D9bTGzXaRcHk9t5a1xnZRmHBOQr/3qbT/V0vS/eevIgcK5U8t0njnd06egvxcBn4MAg9WcXQKYzm+GbGC76eoDLjW42pKzSirXCZWW1o0oQIi++S4TBYiFBKWZGDBZU9WNUFFoA1rQPeYyEWWOU5XkpUGF1kTE6bEq8xKwj9pDgEWwsa9vSUXSJ5Y5dk/mAFaz23pLv6qkzppHD7DxqTv9I4N1WnTJdsyAUhfIVlf90keG+0SrtoY4ZZ/Zh35zo47pJhV1IqhOBfw1UuSxdct1xrlCvXxKTR+EOEBqsizC8DlwZtI8t7YLlKgJo9WACWtPah92AVFwCgxiSEdD8mTYvTY8wmo35SI+B4acM+8/fNOnYVbuwemKRIjxF8OEZl8WiVZAcMShY8c67Ckd9a+GaCypZ8ySs7DHSBqQXTg1UHOa6TnW3DCVURvHCeStd3vDzyk84/zjNWw0cT4yJUv8DScOvGEfcHy3tgtSvXUzIAD1Zx3lF0twslREnoWlEBCIES2USN9kyahBKvNHaI0OG790kpKypu68KrS17arjM1QyHeLshzBrYfIQRXdBZc0bmqKBvZRtA7QWdnoXGuL7VherBqwatL8sp87tJwJMkheHigwr+26WzOM/6BaGIM/DlYDmmsEOGh8nlo/hwsvTwHS4monuQOYG3VEaQMaSWhXlSAEhWLUM0HpJaE0XOwUiMEXgl5Ac4j/O9BydFSmJYZPDmREQc7Q9wlpSkwBVYt+A+u5DD0YPn5XU+FTjHw2C8GutOZGJvyHCy7wZLcDzlBAK0qVxFarAhLzQnmllYdAfAc3hsym/SifJTo+JBt36R5MHoVYZvyc+RwSWDrL9yp0zsBBiQFz4auscL0YLVkCsoFVkIYV1DbVMEVnRS+PizPmL4iJs2Lf1SODa+xPFhOSVrEyZYrtY3J8aPYHahJrfEc2R8ym7TiQjP/qgVSYnAPVpvyPMXDzvrvKfllkv/sl1zfTQkonBgoGXGC3DLf9o2MKbBq4UR5j45YW3iGCP2c31pwtBR2FDa3JSZnAv4cLJs0VpJ75RYN4Etyr6nJaGWsrdObwIMVF7LtmzQPTq+xk9xbN8CD9e4eiUeH33YNrpTwj6czuhfLFFi1UOj2/YwN83LbYWkCVcDybAPd7UwMiz8Hyy49lBnIg3WwUosG8CW511ZB6MfaumOIPVgFpgerBWL0JHebKkhxwOGS+sXN0n06I1sLWkcGV1BmlD93GD0PyxRYtXDCL7DCvAdgjE0wKFmwItvYSt/EIPhzsIzmwXJK2lXxYNUdIgSfB0svzEV3FoXEJr2oACXGzMFqaTgN3gcLfHlY9XmwSrySb7IlE9oH31sXaxOkRpgerBbLifKJ6OHuwQJfmHBFtpmHZRJ6hKKComDHi8tAHqzKY3LAl+QeSIgQwHNkX9DtkZoX3XkC1RRYLQ6nx9g5WABtokS9OVjLD0vKNBjXPjQyIqMFJLqbAqsWTrh9AzttavjH0ke2Fhwugd0Gd6eaGAOhWrHhxaODZoBeWIVuSW4ZdKo09kq6ShA1zCGsjCWlLaiWkORh6cW+pEmzirDl4TR4FSH4PFiH6vFgfZolSY+G7iE6hDPiYJfB72mmwKqFEx6IMYD3CuC8VgJFwHIzTGjSFKgW7LrPxVtmgDCh/8GjS6V+nnpp/SFCYbFiSW2HJzv4eVhakdnFvSWi6RKXZuwkd/BVEtaVgyWl5NMsnfEdgls9WJmMWMHOE8a+p5kCqxaM9BQSaxP0jId1x419MJoYA2GxYJXlAssAYcLd5RfpLrGn5GDVEyKE8krC7FB4sHwCy6wibFmUlM85NnoOVtsoOFJSu4d6RyHsLYLxIci/8pMRJ8gvg1yXce9rpsCqBafHWCfJgCTB+lzjHogmxkFYrFil705ihDys3SckcTZIrNTTTrqciHo8WAC2dl3xHNyN1LxBtUkrygcwk9xbGE6/wDLIw3lttIkUaBKOu2pe/lmWb/bgBW1CJ7C6lj8Q7TKwF8sUWLVQ4pWGcvMOSBZsyJN4DZATY2JwVGuFB8sVXN0REnafkHSJpSKUITUv0l0WkAfL1rkX0lOGO2tXUG3SiwsR9oiQzTk0aR5aksCC2isJP8uSnN9KEBnCe6R/6kJDB0+HE6bAqgWjzZPqnyRwabC9oLktMWnpCIsVq24kDxZ0ianaZBRAqSfJHXweLGG1496zKag2aUX5pveqBeIsrz43UvSjJtqUP3scqqGSsMQrWXFEMjaE4UGApBqv/d4AACAASURBVHKPc06AMxHDEVNg1YKRcrDAJ7AAfjEHP5uEGKFasBhJYBVJusZVqiAs9Q16rq/RKPjEpC29O2VBFlh6UQGqWUHY4nB6fddfI0U/aiLVAYqoudnoiuzQtmfwY1MFMVYzB6tFYrQcrAS7ID0a1ucY92A0MQgWKxZ/FaEW3sdbmSbJKj7Vg+UTWPVVEfqxde6Ne+8WpB68kkmtqADFrCBscbSUEKGqCFpF1Bwi/CxL0jEaMpugPiPJDjm15IEZAVNg1YLRPFjgy8MyE91NQo2wWFD9OVhh7sHaWwSS6i0aIDAPFoC9cy905wm8x7KCZpdeXIBqVhC2OPwhwmgDPZzXRttamo1+nqUztl3o2jNUJtkhyDXwwGdTYNWC0ytDmsAXCvyVhGZHd5NQIlQrqua7k5SGucCqqUWDrMjBCtCDld4DFIWy3cELE+qmB6tFUlzuwWoJAqumcTnbCyQ7TxDy/Cs/yQ5je7AM5qNpOkoNluQOPoGVXwYHiqFjTHNbY9JSERYrankOlv+JPVzZfUJiV6sOevZ7sJSI+pPcARR7BNa2XSjbtYHoYRMatP/SLT9S9N83UaLjsLXvRvT5l+Fc/TlaYQ7WtPYN2pZJ+FPskSgCHGpzW3L6tIkUfHekalh84U6dOBuMbdc0AivJAVnFTbKrkGB6sGqhVIMIgwmsngm+g36Hwec3mYQ5qgW1PAfLGeZtGnafgE4xoIjKHiwnWKwIS+CT3B09zsK17acG9cNy7fiF3JfngBAgJUVfLyZ79rUU/uffxFx4JREDRzbkq5gYgGIPRFtokvBZqDmvlWBTvs9rBb6mo6/t1Lmqi4KjiaI7yQ5BjoGT3A0mIZqOUi9EGOwpxN9IscDdvHaYtGyExYpwu7BafE/s4cyOQlklwR18bRoCDQ/6ieh9DkVfvEXZns2QVL/nqWzPJnJfnI29Sx+Sb5yNsNjQCnMp+uodLCltiR5xaYP2b2IMnN6WER4EmNJJMHMVvLBV5+lzVb46JDnkhGndmk48Jtkh12zT0PIo9RrPgxVrAwHkG/iANAl/hMWC9HqIsoS3B6vEK1mRLRnR+lSB5QyoB1ZlrO0yUGITcW1aXe+6Zbs3kfPPB7F1zCRp+sMVnjI1Lon4KbeZ4qoFU+wxXnFUbdhVwbRuCq/u1Cn1Sl7artMzHs5KaTqBleyAXBchyyteka0z4iMvr+4IzVBVU2DVgJTSFyJUjeXmVYQg3g75Bq66MDEAFitoXqKt4S2wvjjoO48npVe9zMlSZ8AVhH6EohDR6xxKN6+u82Kvu13kvDjbJ65ufNTs1H6GUexpOR4sgJt7KOSXQZ/3vby7V3Jbz6apHvSTZBd4JZwIcq6nyyuZ8a2XkR9r7CuSTFuh8Y8twa/YMQVWDfgH2BrNgwUQbzNDhCahRajWCg9WcRgnuS/dp9MrwTc0tjKNCRECOHoPQcvJRuYcrnUd14YfkKXFJFw50xRXZyDFHmONWKuPLrGCKzsL4mzw0RiV23o2rWRILj+FgllJeMgpOf9jjTd3SV44T2XfVRbu6K1w2/c632UH15NlQAkRevyl50bLwQJIsJshQpPQIizlAssavlWEHl3y4X7J73tVvyFIVwmigSFCAEdGf4TNjrbtR8jsU+M6zh+/wta5N5bkNg3evonxKfJATOC1E4bg7dHNJxOSHD6xmuuSVVqtNAa3JvnrRp15v/gqIb+bqDI4xXd9eHqIwteHdf78P53hrYMnIk0PVg2Uloc9jOjBSrAJ8t1miNAkhKi+HKxoi6DYG57H2opsSYG7engQGpeDBSBsdhy9huDdvKrG5d6C45TtWE/U2Rc2eNsmLYNiL8S0oBBhcxMsD9b2AsnQDzX+tE5neqbCximWCnEFvqrPe/uqfJYl2RDEZt2mwKoB04NlYlI7wmIFr4d4OxSE6bH24jad9GgYkFR9mV7qRGlgDpafyEEjkcey8GTvq7asZN0yhMVGRP/hjdq2ifEpKm/TYBIcKgY+n4bA+nC/zsClXoo8kjWXWnjmXJUEe3Vv2JVdBB2i4ckNwcvFMgVWDRjZg2XmYJmEGmG1Ib0eEmyQX+lYW7JkCeePPJ+IyAj6D+zPkiVLmsW+dcd13tkj+dMAtcaEXF+IsHECy9F9MDiiKPl5edVt6jola74gou/QRuV3mbQMij2SGFvLycFqbhwWQZSFRo/LeWGrxqQvNca2E/w8ycKgOiogrYrg7j4Ki3ZLVh8NTi6WKbBqwFU+wNZhsCpC8A19NqsITUKJPwcrwS7IKz/WlixZwpQpUzjMMdpM6kKWN5spU6Y0uciSUnLfWp0e8TC1ln49jQ0RQnkX+55nU/LTN1WqCct2/oL3+CGihjas07tJy8L0YAWfxo7LeXaTxi0rdX7XU2HxaJUoa/3381t6KpyVIrhmuRaUHn/moVADrlOqCKW7jLLdG/EczcLjLKYoOgZhsyNUi++f1Yaw2hER0VgSU1FjE5vNdjNEaBJq/AIrsdKxNmfeHBL7pNLr3nMQQtB2XGc2P7mGufPnMnny5Caz7fWdkmWHJf8Zo2JRavBe6TqyrLTBbRoqY+k1lLKfv6Fsx3ocmQMBKP7+Yyyt07F17tXo7ZoYn2KPmYMVbJLKe2EFipSSpzbq3LNG596+Co+fHXhrCasieGOkSv8lXmZ8q/HaSBX7aThaTIFVA/4QoUP1XZCP/f0ePAd2IKx2pBAUSh08tcfhrO0ziDpnDFHnjkOovl+x1DU8h/ZQtmsDnkN70IoLAFCj47GktcfWsTv2jH6n3WPEHyKUUraIcQ0mYYjFCpqHBJskv8x3rG3ftp02k7pUHHNCCOL7pLBt6bYmM2vJXp0bvtWY2k0wsUPNx750l4KUpxXGU9J7YuvUk4KlL5B2z/PoRQW4Nq0mfvKt5jnXwvDokrXHJIOSRUDjYYpaWB+scCDZLsgJMCpTpkluW6nx8g7JrP4K8wY3vG9X1zjByyNUrl2usecjjbdHqXRuZAWjKbBqwO/Bcqjg2rQKz4EdJN88D3v3QeTn55OYmOgLD2hepKYhvW6k24VeWoz38D5KN/5Awfv/R/G3H2JL74FeUoR7zyb0kiKE1Y61becKL5c3N5vSTauQrhKihk4g/vLfIZTGR24T7AJNlj9JtbByYZPwQKi+O0iSVcOtKzi9kNk9k6yN2bQd1xkhBFJKCjYep3uP7iGzQ9MlTi9klwrmrNJ4frPOFZ0FLw6vOfcKQC8tAWh0iBDKxeOU33Hsqdsp/PAlPNl7ERYbkYNHNXqbJuHJ1OUab+2WjG4j+GpC3bfLMk3i0SHWzMEKKkkOyC6pfz23Jrn0C43l2ZLXzle5rlvj76O/7qLQJVZwxddeer/n5ZGBCnf2UbA10JtlCqwaqCywSn76Bmv7DBw9BldZRwhRPjDWCnYHRMVCQiq2Np2JHDwK98HdnPj8DbzHshD2CKLOm4gjcyC2jpm+z1TClyD7X/IXPwdC+ERWI5+EE8pFVb7bFFgmocF//CarHsBOrgsefvBhpkyZwuYn1xDfJ4WCjcfJ23iMF5f8M+j7P+GWPL1R54WtOkdKAaKJserMGaxwd18FtYbQoB/pcvq+w2kILABbuy5EDRtP8YqlqEmtSLzuPjO5vYWRVSx5a7ekfxJ8fViyq1DSNa72Y6uwPKgRa3qwgkqyQ7Axr+6kc03CNd/4xNWnF6uManv66eWDUgT/m2zhkZ90Zq3TeWGbzrzBKld3DXzbpsCqAb/Asutu8rb+SMxFVzV4G7Z2XUie8UhA6wpFIerccSAE+W8/g7DZibtkRqNEVrx/4HMZdIhu8MdNTOrFL7ASLeUCqwwmT57M+++/zyOPzmbX0p1079GdF5f8k0mTJgV9/w//5BNXU7spjGwtKHEWMyEjhtSI+s8X3VXuwTqNHCw/cZfMwNF9MI4egytSAUxaDj/n+MJSi0dbGLjUy+I9OrMG1N6750S5wIozH2yDSiADn/+2w8aSfZL3LwyOuPITYxM8fa7KDZkKD63TuG65xsXtREUD1Powrwo14BdY7NuIdJcR0XtIk+w3ashYpLuMgiX/QJaV4sgciBqfgu5yI6OjEDZ7vdtIKHdP+5qNmq5qkxDgF1iqr417rst3rE2ePJmRI0eSmBjaIo8vD+pcmyH4x3m+m11enpfEAMQV+Hpgwel7sAAUm6PJrg0mTc/6XEmKA7rGwgWtBV8flswaUPv6/nl5ZogwuPirCGvLKz5YLHlqq42ZvRUuraGxcDDonShYOsaCW5MNChOaAqsGXF6JQ4WyHetR45KxtOrYZPuOHnEp0uvhxJdv4/zh04r3DykK1lYdcfQ4i4j+w7G1z6jx8wnlGiwYlYTbCiR/2+wrc+2ZYF40THz4PVgJFt8dJZhzwurjaIlkSwE8OKBxF1J/iNAM55nUx885koHJAiEEI1sL/rROp0yTtVaVnSifoGGGCINLpxiBR4edhdAtvvryu9doRFskjwwMfdcpMwcrCLg0X/6Ve89m7F37NHllUMyoy4m+YAp6UT5acQGFR48QUVqAe99WnKs/p+jrxTh6nk3cxBuwtk6v8tn4IAksp0cy+Usv2wrgn1t17u+nMP8sA7a2Nwk6foEViQer0vgmgI1hebZvXyPbNO6c1F0lIBSEPSKYZpn8f3t3Hh9VeS9+/HNmTSaTfSEEEgKUgOw7yBYVVEBRFv21vXLdr/R2Ufu6LWqva9HWqu29anutxY1qRduKdUFEqxAEEREqqyxCIAkBspE9M5k55/n9MSSQfZvMZML3/Xr58sWcM+d5zpnzzXzneZ7zPL3QN6WKawb4vrQv62fCtc0g66Tiiv7N33v1Y7Cki9CvMvtq2EywLs8gI6bhd9CnJ3yTCv9hopuodvTwBFrAJho9fPgw06ZNIyMjg8mTJ7N///4m+7z55puMGzeOkSNHMmrUKJ599tlAVa8Blw5hJoXnVA7WlEFBqYOmaZij4rClDMI8YBjOafOJ+7f/ou8vVxN34714CnI5/bs7qdnTcF00q8k3821pF9cjvPNzneOV8K/FFpaPNvHrrw0OlMoEpt0llOKj/iENr4fETk4C2Fkb8hXDYqCvo3MJlnJVoYU5ZDqFEBPo+PAYiuwKyIj2/XtMHAyNhlcPtzzYulTGYHWLCKuvBfGDnIbfP25d8Z9bdGYma3w3zRuk2rUuYAnWsmXLuOOOOzh06BDLly/ntttua7JP//79WbduHXv37mXz5s08/fTTbNmyJVBVrOfSoZ9RgnJXY+nTP+Dlt0Yzm3GMv4Tke54nfPhkil9aQfVXnzbYp6uTjX5ZbOKlQ4pnLjYzJl7j4Qkmkh3wlB/XaBINhVJ8aFbfN4jyejo9y3JnbThpcGkXVrs3ajo/i7sInkDHR3a578m0IVHn5nW7daiJvx5V7Chs/odmsUvhtNKliSlF8+anaWw8qag6b3b1J3cZHC2H/5tupqf+XgpIglVQUMDOnTtZunQpAEuWLCE7O5tjx4412G/69OkkJycDEB0dzbBhw8jOzg5EFRtw6ZDqLQTAHNcn4OW3h2a1EXfTLwgfO5PSt5/HcJ/7louxdS3Bev5bGxnRcMtQ311rN2vcPdLEq4cV+VXSiuVvoRYfDRMsjSJXYO6J/CrFoTK4tJPdg+DrIpQEK7QEIz4Olfnu6YzzpmW4a6SJ0XEa8z708s2Zpvd8kRsSel4vVa8wP9VErQGf5vuu+8d5Biv+ZfDTUSZGxvXQ7IoAJVi5ubmkpKRgsfiGfGmaRlpaGjk5OS2+Z//+/WzdupXLLmt98r7KykrKy8vr/3O7uz6626VDircYAEt0YpeP1100k4noq2/BqKmkauu5AfGxdq3TXYR5lYr3Tlj4yQgTpvN+Fiy7yESYGZ7e659FMMU5oRYfmuVsguVxkxgGhQFqwar745rZt/N/UJWrukvL5IjAC0Z8HCxThJsh5bxbxW7WWDfPTEIYfP9Tb4PWFIAilyKhnY/vi44ZEq0xOApePmSw6pDBwo91ZvfTeHRiz15OOWCD3BuPeTh/odTG8vLyuPbaa/njH/9ISkpKq8fNzMxs8O/ly5dzzz33dL6iQFm1nSHuArDYOOOqRXOX1G87c+ZMl47dGa2Wqdkwj55B+T//Su3waWgWGxFaGAWVGiUl5R0u67d7bYSbrCxIKKOkpOG2f0+38/w3Vn48sIwIP985wb6u3T21QFtCKT5Ute9JvIozJURpbnZVmuvvte78HD/IDmNEtAlLTQUlNede70iZ7vIzKJOVksY3dwcE+14NRpkXWnxszA1jbKxG6ZmKBttNwHMTTFy10cGMd9z8YaKLYVG+H50nysOIMrf+dzfYn2Molzc/2c6zh2y8fUxnRqKXP42vobKse8tsTXviIyAJVmpqKnl5eXi9XiwWC0opcnNzSUtLa7Jvfn4+c+bM4f777+f6669v89hZWVmMHTu2/t92ux27vWvttMrsJckoxxwdR3x8fJPtwfhj01qZ3qtu4tSvbsd+eAfO6VeR5PTybTnExXXsSSm3rnj1mJcbBtYyoE/T8n42QfHct14+KI5m2UX+f6Kwp13XQAm1+DAiHNQAzjA7Axxh/OOE0eA6tuea6obiinU6bh1m99P42SgTka3MH6SU4rMiL/9vkKnZ47f3cyzUPZii4rr8uV8o9+qFGB9Wm42txV5+ONzU7N/QzDj4xGlw40adm7dF8K/FFiKsGifdHiYmam3+3b0QPsfuKO9/ZynunQgmDZLCLZi0hte5J17XgLSvJSUlMW7cOF577TUA3nrrLdLT00lPT2+w38mTJ5k9ezb33HMPN910U7uO7XQ6iYqKqv+vq18e4OsijPaUY4qI6vKxAsGSmELYRROp/vJj4GwXYScenX/vuKLYDTcN9DS7PT1S49oBGs/sNVr9BSk6JtTiQ7P6niJUnlr6hGsUucBrdOx+ePuY4tN8RYwNntptsHSjjtHKPXWoDPKqYHYXxl9B3Rgs6SIMJYGOjy2nfH8HWxvrNyXJxHtXWDhRDbdu0tENxeHyc4Pihf+ZNI2UCI1kh9Zg+EpPFrAOzOeff57nn3+ejIwMHn/8cV588UUA5s+fz1dffQXAgw8+SE5ODk8//TRjx45l7NixvPzyy4GqYj2XDtHecszO6ICX3VmOibOpPX4Ab2E+sTbfWoQd9fIhg6lJGkOjWh5ndddIE/tLfV+Qwn9CKT40kxnMFpTHTXI4KOB0TZtvq6eU4ondBpf01Xh/roW/zjbz3nHFwztavu8+yTewaDCrC+OvAIyz0zSI0NIt8aGZ0JXvx0FZrWJXseIfxwyWbdYZFw+zklu/1zJiNF69xMzfjiqu+Uin0kOPHnAtAi9gY7CGDh3K1q1bm7z+wQfnBmevXLmSlStXBqpKLXLpEOUpxxTRev99TxI+ciqa3UHVV58Qm/pvHX6K8ESV4sM8xXPTW+/6m5WscVWqxvc+1Xklkw4tfClaFkrxAb6B7srrYdDZX+xHyxX9Itr35ZJ1UrG9ULFuru9euyrNxGOTFL/YbjA8VuN7g5veU/88oZiapOG0du0LTNVU+2UdQhFY3RIf/1fB5J1W2NlwDqVhMbDqEkuri4bXWTzQxP9crPivLwwuioE5/STBEufITO7NcOngrC3H5Bga7Kq0m2azEz5mBtU7PiVm0L/h0s8u+WNpX8C/etjAboLvDtbQK1spR9N4+woz/7FJ54YNOierFf81+lxSVuxSRFhod7kiNGlWK8pTy8BI37+PVsDMvm2/z+VV3LvdYFQcXHnejNj3jjGx/4zi5iydAU64uM+5JMutKzbkK+4e2fVkXqZpEPVevp2HVjxGevoAws2Q5oQBTo2+jqaD6ltz10gzNw0xEWH1TfQsRB1JsJrh0hXhnkpMDmewq9Ihjkmzqf7yI/qXfwsMosQNKe38hF8/YrAoXSPaptHW81VWk8bLmWb6RRj8bJvB/jOKgZEa2woVH+Qq0iLgH1dYGBMvf2x6K81qR3lrCbdopDjgaEXbXcZKKW7dpLOrWLHxanODLzFN03hhlpljFTpzPtC5Z4xvmZJvzige2uHrflnYxYVclacWdI9M0yB8vlzNNQk/Y3zGwC4fKsYuf+tEU5JgNcOtQ5inCpMjMthV6ZC6BaDjK04AgyhyNZzHpSXZ5Yo9JXRosUxN03hskpmkcFix08Bi8iVZ/zPVxCuHDKa962XDVWYmJ0kXYm+kWXwtWABj4zVePmhwa4aJCAUnqxWHyhSFNb6xgKerFccrFdsKfffZ32abmdLMfWE3a6yda2bFvwwe/ZfBQ2fHZF3SV+Pty82M6OL4FqN+oWdpwRJCdD9JsJpheGqxGKH3S9cU5kALiyCqpgioW4S37S+l93IMbCa4ohPjB+4aaeaukQ3Hbd0+zMSA1V7W5SomJ3X4kCIEaFY7yuMb6PenmWZmvucl/Q0vEAmcG9OiAQlh0D8CJiX4JgasW0C3OVE2jSenmLlzhIkTVYpUp6+FzB9rBxoVpQCYHKHxdLAQIrRJgtUMq9s3CMkUHlpdhADmmAQcVb5lftq7Rty7xxWXpWitzkPUEQ6LxsBIjZxKedKwt9LsYaizyzP1i9DYco2FtTmKmupK0uKcZET7xrJEWmnXYOHGUp0aqU7/drt48n3LpliTB/j1uEII0RxJsJphc5/tSgixFiwAc0wiWnkRZo12rRFX6lZknVQ8M82/XXmpEZBb5ddDih7k/BYsgL4OjduHaZSUeImL65ndwrUnjmCO6xNyYyuFEKGpZ/4lDDKbp26sRsMEa82aNWRekkm4I5yx48eyZs2aYFSvVZbYRPTSQuLDoLgdLVgf5im8Chak+fdWSHNq5MrC0L2WZgtD1XZ9XcNA8pw4irXf4GBXQwhxgZAEqxk2TzVAgwkJ16xZw5IlS8ingJRFg8n1nmTJkiU9LskyxySglxaSYPet7t6W9XkGY+Kgv5+7Y1IjILey9TXDROjSbHZUbYBWefYDpRSeE0ex9RsU7KoIIS4QkmA14jUUDt03LfX5Txv98tFfEjcqiRHLp9B//mBGLJ9C3KgkVjy2IlhVbZY5JhGjsoxkq6ddXYRbTilmJvv/Nkh1alR56fCEpyI0mGxhGCHUgmWUFWNUlUkLlhAiYCTBasSlg9PwJVia/VyCdfDAQWJGJdY/zaRpGjGjEjnwzYGg1LMl5thEAAZT3GYXYUGNb/2s6W0sCdEZqWd7V2UcVu8Uai1YtflHAbBKC5YQIkAkwWqkxgtOoxrdYkczn5t+YOiwoZTuKazv8lJKUbqnkGEXDQtWVZtljvElWAOMwjafItx62ncu0/o0n2AppdArSztVj7SzXY658iRhr6TZwhoMcu/pPCeOooU7McfKvCFCiMCQpwgbcekQqVdj2BtORvjg/Q+yZMkS9j2xjZhRiZTuKaRkTwEvrPljkGraPHNMAgD9PMUUGa0nN1tOK/pHnEuGzmdUVVDylydw7d+OJXkAkZkLibh4Xrvr0SccLBoy0L2X0mz2+mkaQoHnxBFs/Qb5ZT4tIYRoD2nBasTXRViNsoU3eH3x4sW89dZbpGh9yH/7CGnWFNasWcOiRYuCVNPmmWxhmByRJNUWUtxGA8OW04rpzbReGeUlnH7qR9QeO0D0oh9gTerPmTefpmbX5nbXw2zS6BcBOa2sayhCl2Z3oNw1wa5Gu8kThEKIQJMWrEZcOkQYNWBvupzG4sWLueSSS4iLiwtCzdrPHJNInKuICnwL5drNTZMol1fxVaHie4Ma5thK16ld83s0wyDp53/AEpuEmnUtJat+RcnrvyMpeQDWPqntqkdqhEzV0FuZwhwojxule9HMPfvPiF5RirfwBLa0jGBXRQhxAZEWrEZcusJp1KDZw9veuYcyxyYSWbdcTgu9ODuKFLUGTG/0BGH5+r9g5B4k7sZ7sZwdr6JpGrHf+ynm6HhKVv2qfg26tqQ5fVM1iN6n7glb5er5rVjub3cDYP/O6CDXRAhxIZEEqxGXFyIMF6ZQTrBiEgmvrFuPsPl9thYoHBYYfV5jXG3OISo+fgNr5hLsg0c22N8U5iDu5vvwnM6j7P2X21WPVJlstNeqmyOubgHlnsx9eBeWpP6Yo+ODXRUhxAVEEqxG6roItWa6CEOFOSYBa0XdeoTNJzhbTysmJ2pYzq4Tp3SdM28+jTVlIJYZ1zb7HlvKIKIX3Epl1ttUbFyD0r3N7lcnNQLyqsCQyUZ7nbpVDgxXdZBr0jb3t7uwf2dMsKshhLjASILVSI0OTr0aS1hYsKvSaebYRLSaCsINV7NTNSil2FqgmJp0bmxWZdbbePKzif3uXWgmc9M3neWcdS0RMxZQ9s5KTj++jJo9WxvM1m5UV9R3IaY5NTwGnO75vUiig7T6LsKenWDpZcV4C/KwD5EESwgRWD17dGoQuLyQaLiwhIVuC1bd2Kn+3iKKXU3PI7cKTlbDxWefIDSqKyn/aDURM672DQQuKWnx2JrJROx1P8I5bT6l76yk+MVHsPYfjCnciV5ahLfwBCZnDJGzryd1xAJAI69K0dchj8f3JnULoRs1FUGuSevch3cBMv5KCBF4kmA1UjeTuzU8hFuwzk42OoxCilxpTbZ/cXaC0SmJvqSn8rN3UN5aouZ8t91lWFMGkvCDx3Dt/5LqHRtAKd98WVd8n9ojeyl790XidQswn5LQmS5JtJMpIgoAo7IsyDVpnevw11iSB2COjAl2VYQQFxhJsBqp0RUOw4U5LIQHuUfHg6bxHdX8XFhbCxQDI6GPQ8NwVVGR9TbOi+d1eBCwpmmEj5hC+IgpDV6PmDSH2vxsOHkImE9p+x46FCFEM1swOSLRe3CC5S06SfXOjURedn2wqyKEuADJGKxGXF7fNA2mEB7krlmsmKLiGKAXNTvI/YsCxcVnx19Vff4Byu3GOdu/X0K2lIGoU9mYNCiTBKtXMjmje2wLllKK0jXPYY6IlgRLCBEUZJDgkQAAG99JREFUkmA1UuuuxYwR0tM0AFhiEunnaboeoVtX7CzyDXBXSlG17WPCx0zHcrZb0V+sKQPxnsol1qJTWitPEfZGJmcMesWZYFejWTVff4Zr/5fELFqGyR663f1CiNAlCVYj+tn11UJ5olEAc2wSfdwFTboIPz99boJRz4kjeE/n4Jh4md/Lt/RNB93DKP2EtGD1Upa4JPSS08GuRhPVuzZT8toThI+dSdjo6cGujhDiAiUJViP62fXVtBD/1WuO9S2Xc7hM4T1v0ee1OYrkcBgbD9U7NmByRhM2dLzfy7emDARgVO0xGYPVS5njkvH2oARLryqn9J2VlLzyK8JHTyfu3++RxZ2FEEEjg9wbqVv6I5THYIFvqoao6kLK3AZfFChmJPu+aNbmGsxP1dCUQfXOjYSPy+yWteTMEVGYoxMY6j7OVuki7JUs8ckYZcUYtS5MtsD9IFFK4S3Io/b4QYyqMjyVFRQV5OA+uBM0jai5NxB5+fdanc9NCCG6myRYjaja3tKClYSmexhiKWNtTjwzkuFoueJAKTw20YT7290YZcU4Jvi/e7COpW86g0qyWdfCcj0itFkS+wGgF53EdLbFMhDK171KxUevA6DZHSgUWr9BRM75LhEXz5MpGYQQPYIkWI2oui7CAP4i7w7mmAQAFscUsTY3ll9PNrM2x8Bqgsv7adT84zPMcX2wDRjabXWwpgyk//GN0kXYS1mSfAmWp/BEfZdwd9PLS6jc8BbOWQuJmrsUk8NJSUkJcXFxbb9ZCCECSMZgNVbrG+Qe6l2E5rOzuc+OKGJPCeRUKt7PUcxK1nBaDGp2byF8zIxuHaNiSxlIbE0hnurKbitDBI8pIhrN4cRbkBewMis++RuYLfXJlRBC9FSSYDVi8vSOLkJTRBSa1c5ocxFmDS5b6+WjE4rvDjZRm70fo7KU8DEzu7UOlr7pAMSV5XZrOSI4NE3Dmtgf7+nAfL56WTGVn68l8pJFklwJIXo8SbAaMdW68GoWNIs12FXpEk3TMMcmYqso5Mr+Gl4D3ppj5vahGjVff4Y5JsG37mA3Mkf7um3CanrmXEmi6yzJaXhOHe/Ue93HDlCzfzuegrwGC4a3pPyj1WhWG85ZCztVnhBCBJKMwWrE7Kmh1hLarVd1zLFJ6KWFvH2NGZMGFpOGMgyqd2/BMWYmmql782uTIxKlmQh3l6MbCrNJHpnvbawpg6jesQGl62jm9j+1V71jAyWvPQFnE6uw4ZOJWfyfWBL6Nru/tzCfqq3riL76Zmm9EkKEBGnBasTsqcFjDe1JRuuYYxPxlpzGZtawnE1u3N/uwigrJnxs93YPAmgmM96wSBL0Uso93VdOe1o/RPewpWWA10Nt7uF27a+UonpnFiV/eRLHpDkkP/Rn4m68F09+Nqcev4Oyta9gnH3Q5Pz3lK19BXNULM4Z13THaQghhN9JC1YjVq8Lj6V3JFi21Ayqt32Mt7Swfimcys3vYembjm3g8IDUwYiIIc5bTqkbYu3+PbZSij8fVtz7pc7yMSZ+OkrmPQo0W9pQtDAH1V98iK3/IACUpxajugJV60Z53Bi1LpSrGr28hOodG3Af3En4uExiv3s3mtmMJTaJsBFTqfjnG1RseIvKz97FnjEWS1wyRnUF7iN70YtPEvu9n6LZ/HwTCSFEN5EEqxGrx4Vu7R1dhI4Jl1L27gtUfb6O6Pk34j1TgGvPF8Rc96PAzXAdEU1CaSllfm7BqvQovveJztpcxeg4+Nk2g9FxGrP7SaNsIGlmM5GXLqH8w9eo2vYRoKhupUXRkpRK/G0PETZyaoN70GQPI/qqm4mYOpfqrz7BdXAnrpPH0cIjCBs6nvBRF2MfNiEAZySEEP4hCVYjNr0GI8TnwKpjCnPgmDibqi/WEXXF96n6/AM0e1i3rD3YErMzhviiMkrdCvBPUne6WnH1ep2DZYr3rzQzt7/GvA91vvepzr7rNJLCZaxXIEVdeQPhY2bi/nY3VTU1OGNiMTkifQumW6yY7OFo9nDMkbFoVlurx7LEJxN15Q1EXXlDgGovhBDd44JIsLyGqh+D1Ba714Xu7B1dhADO6VdRteV9il54GPeRPTinzvV98QWILTKaeG+OXxZ8VkrxyiHFz7fpWEyQdbWFcQm+z/Uvl5pJXe1l1SGDn4+RrsJAsyanYU1Oo7akhAiZ9FMIIXr/IPdVhwwiX/HywgGjXfuH6S7oJV2E4JtN3T50PJ78o0Redj1RV90c0PLDo6OJ18u6PJt7Wa1i0cc6t27SmZuqsWvxueQKIDFcY1G6xiuHDBn0LoQQIuh6dQuWW1f85HMdlw4PfKVz21Ct1bFHuqEIN2rAlhLAWna/hDtWgEZQFr+1RvoGuZe5dTqbz2eXK65c56XABe9eYWbBgOaPc0uGiSvX6WwvVExOkm5CIYQQwdOrW7CyK6DCA/81ysSpGjjexootNTo4DFfIz+LemGY2ByW5AjBFxmBFp7qyqlPvzy5XXLLWiwK+WmhpklzVnjhK6ZrncB/7htkpGv0j4JVD0oIlhBAiuHp1gnW03PdFu3SI7zQ/P936F2+1FyKMmoCOUertzM5oALwVZR1+b36V4tK1Xmwm2Hi1he9En2uV8pacpmjlQxQ8+UMqt3xA0R/upfbAV9w4xMTrR4yzg+qFEEKI4OjdCVaFwq4ZDDfy+U4UbC9sT4LlwtLLWrCCyeSMAUCv6NhyORW1iqvWe9EVbLjKQr8IX3KlV5ZR/tHrnP7ND/DkHSFu6XJSHnsT+9BxFL/wMD+MPoLXgBX/at+YOyGEEKI79OoE60g5/LboeQoeu41fnniOfWfaTrAchgtLmCRY/mI624KlVbW/BavS4xvQfrQcPphrob9Tw3BVUfbeS5x65EbKP36DiMmX0+e+53FMvAxTmIP4W+7HkpCCfcOr/GKsiWf2GhwslVYsIYQQwdGrE6zCohKuPfUBmsPJtLyPOFpU3er+1a5abMqLJcwRoBr2fqZwJ7pmwlzdvgSr2KWY84HOl4WKd680MypOo2bfNk49djuVm97Beeli+j70KjFLfogpLKL+fZrZQtTcpbi+2c5PIg/QPwLu+Eyn2itJlhBCiMDr1QmWpeAYAPH/fi9mw8uQwq9bHZvjqvYlYLZwGYPlL5rJRI0tCmtN2wmWW1csWK9zpFyx4SoLs5IUpf/4E8UrH8KWOoQ+v3iB6Pk31Y/raix87EysfdNxrf8zr2Sa+KpIMW+dTnmtJFlCCCECq1cnWLFnjuE127EPHYce14/pVbvYXdLyl627xrfIrD1cWrD8yRUWQ5i79QRLKfjRFp2dxYq1V5oZF1lN8QsPU7npH0QvvIP4/3gES2xiq8fQTCaiFtyK+/AuJnz7Ph/PN7OrRDH1HS/7WvnchRBCCH/rtQmWx1D0q8yhKi4VzWTGOWgYE10HyTrZ8hdtbfXZBMshLVj+5AmPJsJd2uo+a/IsvHhQ8acZZsa6j1Dwu7txZ+8nYdmjRF6yuN1rJ4YPn4wzcxGl//gTE6oPsPUaCyYNJv3Dy7N7dXRDEi0hhBDdr9cmWKeqYYg7ByMxDQB7+jAuqslmc66rxffU1vi6CB0RkmD5kx4RTWRteYszrHsMxa/32blmgMbiU+9R8D93o9nsJP30fwkbOr7D5UVfcxu2AUMpev4BBmRv4suFFm7KMHHnVoMZ7+m4ZFyWEEKIbtZrE6z8akVa7WnsCb5Z2W0DhmFWOlXHDpJb2fwXbN0YLLsjotntonPMzhjivaWcqml++6pDiuxKjacqV1O65jmcM68h6e7/wdontVPlaWYLCf/xS8IumkjJn39NzWu/5tkRxWxeYGZ4DEh+JYQQorv12gTrZKmLRL2U6D59ALD2G4wWGcdVVdt4cIfe7Htqz47BkolG/atfYgzx3rJmu2fduuKXO3V+Z7xL+Ka/EHX1LcQsWoZmsXapTJPDSdyN9xK3dDnuo3s49avbGbHtRf40tgynVZbREUII0b16bYJVdvoUANHJyYBvALRjzDSuq9rC6gNu3j/edCJKvaYKAw0tTBIsf4qKjSZWr2BjXtMVn/+wz8By5iRLvn2ViBkLiJrzXb+Vq2kajomXkfyLF4m89Dqqtq7j1GO3oVeV+60MIYQQojm9NsE6c+o0ANb4vvWvOWdcQ7irlGeq/8J/f6VjNBoTpNWUU2VxBm3dvt7KljoEMwbFB/c2eL3YpXh0p5dXzzyL2RlF9IJbu6V8U5iD6Pk30vfBPxN3032YHJHdUo4QQghRp9cmWBUFp/CYrJii4upfsyanEX31Lcw/voZBRzfy8A6jwcBrU00FVVZnMKrbq1lTh+COTGTsyc/JOW/826P/Mvh+wXsMKNqDbcEd3d41a3I4CR8xpd1PJAohhBCd1SsTLN1QxBYdoiJ2AJqp4Sk6L1lM+LhMnixayYvbTvHAV+e6Cs015bjsUYGubq+naRqO0dOZW/EFG074xr+9c8xg/Y6jLD+1CmfmIswDRwS5lkIIIYT/9MoE66sixYTKfWgDRzXZpmkaMYv/k4iIcD7NW87bz/2Oi8aMJdwRzi/+97dsPHoiCDXu/eImzKCPt4Qvv9rPn74x+OH6IladfhJ7Uj+ir74l2NUTQggh/CrkE6zPThp8ftpgR6His5MG7x43ePzj46R6Ckgf3TTBAjBHxpD4k6fYXFDJ/peXc1qdJGXRYMrjdR549S3WrFkT4LPo/Wzpw6kOj2XIoXW8/uF23j/2c/pRQfzN96FZbcGunhBCCOFXlmBXoCvumjyYvVmb2brvNLWaFbuqxanXcGf5J3ii+xDRyiSVlthEnvnqKHEjExmx3Dcup9+8Qez9zTZWPLaCxYsXB/BMej/NZCJx0iyu2/QO15VtwNInjYRlT2CJ6xPsqgkhhBB+F7ItWLW1tSy5qC/365/wVP6zPHPidzyZ/3seOvMXhifa6Xfbf2Oyh7V6jEOHvyVmdFL9oGdN04gdnciBbw40u7/b7eY3v/kNbrfb7+fTkkCX2Z3lxVz7H/S5byV97v0TfX7++/rk6kK4roFWW1vb4P+BcCF8jhfCOQarzECS+Ogd5fX4MlWAHDp0SF188cVqyJAhatKkSWrfvn3N7rdixQo1aNAgNWjQIHX//fe3eLysrCwFqKysLGXoXmW4XcrQ9Q7Vacy4MSpuVJKa+eoCNeu1a9TMVxeouFFJauz4sc3uX1ZWpgBVVlbWoXK6ItBlXgjnGKwyW9Od8REoF8LneCGcY7DKbI3ER2iUeSGcY0fKDFgL1rJly7jjjjs4dOgQy5cv57bbbmuyz6ZNm1i9ejW7d+9m//79rFu3jvXr17d5bM1kRrPZmzwx2JYH73+Qkj0F7HtiG3kfHGHfE9so2VPAg/c/2KHjCNFV3RkfQoQ6iQ8RigKSYBUUFLBz506WLl0KwJIlS8jOzubYsWMN9nvzzTe5+eabiYiIwG63c+utt7J69epuq9fixYt56623SLOmkP/2EdKsKaxZs4ZFixZ1W5lCNNZT40OInkDiQ4SqgAxyz83NJSUlBYvFV5ymaaSlpZGTk0N6enr9fjk5OWRmZtb/Oz09nb///e/NHtPlcgGwa9euBq/bbDZstvY/lZaens6LK19s8NrOnTub3beyshKAr7/+GqczMBOSBrrMC+EcWypz2LBhOByOgJR/vp4cHx3RUz7H3lReTypT4qNresrn2JvK60llNhcfAXuKsPHs2Uo1Xfi38X4t7QNw8uRJAO68804/1K5jzg/i3lrmhXCOjcvcsWMH48e3/ORpd5L4CK0yL4RzbFymxId/BPtz7I3l9YQym4uPgCRYqamp5OXl4fV6sVgsKKXIzc0lLS2twX5paWkNmn2PHz/eZJ86V111Fa+88gp9+/YlLOzc04Ld+QtE9G7Dhg0LSrkSHyIUSHwI0bJm46N7x9qfk5mZqV5++WWllFJ/+9vf1JQpU5rss2HDBjVixAhVWVmpXC6XmjBhglq3bl2gqihE0Eh8CNEyiQ8RigKWYB04cEBNnTpVDRkyRE2YMEHt3btXKaXUvHnz1Pbt2+v3e+SRR9TAgQPVwIED1X333Reo6gkRVBIfQrRM4kOEIk2pVjqqhRBCCCFEh/X4mdwfeeQRNE1j7969ABw+fJhp06aRkZHB5MmT2b9/f/2+rW1rj/Xr1zNhwgTGjRvHyJEjWbVqFeB7THju3LkMGTKEkSNHsnnz5vr3tLatOXfeeSfp6ekNzsnlcrFw4UIyMjIYO3Ysc+fObTCWoCvlN1ce+Gai/fGPf8yQIUMYMWJE/SPQbV3H9lzj1s6ns+fS1nm2dQ0BVq1ahaZpvP/++34psyeQ+JD4aM95SnxIfEh8BD4+AtZF2Bk7duxQc+fOVWlpaWrPnj1KKaUuvfTSBn3xU6dOrd+/tW1tMQxDxcXFqV27dimllMrOzlZ2u12Vl5erW265RT300ENKKaW+/PJLlZaWpjwej1JKtbqtOVlZWSo3N1cNGDCg/pxqamrU2rVrlWEYSimlnn32WXX55ZfXv6cr5TdXnlJK3X333eonP/lJfZn5+fntuo7tucatnU9nz6Wt82zrGubm5qqLL75YTZ06Vb333nt+ubbBJvGh2ixD4qPtMpWS+GhrW1skPiQ+miuzxyZYLpdLTZ06VR09erT+wz19+rSKjo6uPwHDMFSfPn1UdnZ2q9vaoy5A6pZO2LVrl0pJSVFut1tFRESogoKC+n0nTZqkNmzYoJRSrW5rTeMb9nzbt29XgwcPrv+3P8o/v7zKykoVHR2tKioqmuzXHdf4/PPp7Ll09Do3vobz5s1TX3zxhcrMzGwQIN3x2QaCxIfEh8RHyyQ+JD56Qnz02C7CBx98kKVLlzJw4MD611qbcK61be2haRp//etfWbx4MQMGDGDGjBmsWrWKiooKDMMgMTGxft/09HRycnIoLi5ucVtXPPPMMyxYsACg1TI6W/6RI0eIj4/n0UcfZeLEicycOZNPPvkE6J5rXHc+nT2Xzpzn+dfwueeeY8SIEUyZMqXBPt1xbQNF4kPiQ+KjZRIfEh89IT4CNtFoR2zdupXt27fz+OOPN9nW2oRz7Z2Mrjler5df//rXvPPOO0yfPp3t27ezcOFCdu/e3W1lNudXv/oVhw8f5o9//GO7yuhM+R6Ph6NHjzJ8+HAef/xxdu3axZw5c+r7w/1Z3vnnU1NT0+ljd6Tc88vMzs5m5cqVbNmypdl9A/nZ+ovEh8RHV8qV+DhH4kPio7UyuxofPbIFKysriwMHDjBw4EDS09PJy8vjyiuvZO/evfUTzgENJpw7fzK6xtva4+uvvyY/P5/p06cDMGnSJFJSUti9ezcAhYWF9fvWTWAXHx/f4rbOeOqpp1izZg3r1q2rn3K/tTI6W/6AAQMwmUzccMMNAIwZM4aBAweyb9++Vq9jR69x4/Pp7Ll05Dwbl7l161by8/O56KKLSE9P54svvuC2225j5cqV3XJtA0HiQ+Kjs+cp8SHxIfERuPjosWOwznd+/29rE861ZzK6lpw6dUpFRkaqAwcOKKWUOnz4sIqNjVV5eXnqpptuajCQLTU1tb4fubVt7T0npZT67W9/q8aPH69KSkqa7OuP8huXd/nll6u1a9cqpZQ6duyYSkhIqB+o6I9r3NL5dPZc2nOerV3D8+t/fh96d3y2gSbxIfEh8dEyiQ+Jj2DFR8glWC1NONfWtvZ4/fXX1ciRI9Xo0aPVqFGj1OrVq5VSvuC5/PLL1Xe+8x01fPhwtXHjxvr3tLatOT/84Q9Vv379lNlsVn369FGDBw9Wubm5ClCDBg1SY8aMUWPGjFGTJ09uVxltld9ceUopdeTIEZWZmalGjhypxowZo9asWdOu69iea9za+XT2XNo6z7auYZ3GAeLPzzZYJD4kPiQ+WibxIfERrPiQiUaFEEIIIfysR47BEkIIIYQIZZJgCSGEEEL4mSRYQgghhBB+JgmWEEIIIYSfSYIlhBBCCOFnkmAJIYQQQviZJFhCCCGEEH4mCVYI0DSNp556qs39Tp8+TWRkJLt27QpArXxee+01LrroInRdD1iZQpxP4kOIlkl8BI8kWL3IY489RmZmJmPGjAlYmd///vdxuVysWrUqYGUK0RkSH0K0TOLD/yTB6iUqKip46aWXuP322wNartls5sYbb+Tpp58OaLlCdITEhxAtk/joHpJgBdBnn32GpmkcPXq0/rWFCxeiaVr9qusAS5cuZc6cOR069t///ncA5s2b1+B1TdN44okneOihh+jTpw8JCQnccsstVFVV1e/zyiuvoGkaX375JbNnz8bhcJCRkcH69esxDIMHHniA5ORkkpKSuO+++zAMo0EZ119/Pbt37+brr7/uUJ2FOJ/EhxAtk/gIPZJgBdDkyZMJCwsjKysLAKUUmzdvbvAa+AJp1qxZHTr2P//5TyZMmIDdbm+y7fe//z3ffvstq1at4oEHHuD1119nxYoVTfa7+eabWbhwIW+//Tb9+vXjuuuu46677iInJ4dVq1bx4x//mMcff5w33nijwftGjBhBTEwMH3/8cYfqLMT5JD6EaJnERwhqsly06FazZs1SN910k1JKqT179iiz2ax+8IMfqCVLliillMrOzlaA2rBhQ/17APXkk0+2etyMjAz1ox/9qMnrgJo0aVKD12644Yb6VdGVUurll19WgHruuefqX9uzZ48C1JQpUxq8d8KECWrhwoXNnlfdOQjRWRIfQrRM4iO0SAtWgM2aNav+18amTZsYP348V199NZs2bap/zWazMXXq1A4d9+TJkyQmJja77Yorrmjw7+HDh5OXl9dkv/OblTMyMpq8Vvd6bm5uk/cmJCRw6tSpDtVZiMYkPoRomcRHaJEEK8AyMzM5duwYubm5bNq0iVmzZjFjxgyKi4v55ptv2LRpU31TcEe4XK5mm3cBYmJiGvzbZrPhdrtb3c9ms7X4XpfL1eS9YWFh1NTUdKjOQjQm8SFEyyQ+QoskWAE2bdo0rFYrWVlZ9X3l0dHRjB49mqysrPqg6ai4uDhKS0u7ocbtc+bMGeLj44NWvugdJD6EaJnER2iRBCvAHA4H48eP54UXXuDkyZPMnDkT8P0yeeONNzh8+HCnAmTo0KFkZ2f7u7rtlp2dzdChQ4NWvugdJD6EaJnER2iRBCsI6vrRR40aRWxsbIPXzGYz06ZN6/Axp0+fzo4dO/xd1XYpLy/n4MGD9cEuRFdIfAjRMomP0CEJVhBkZmYCNPilMWvWLDRNY9y4cURGRnb4mNdddx1Hjhzh8OHDfqtne3344Yc4HI4mc6gI0RkSH0K0TOIjdGhKKRXsSgj/mDBhAtdeey0PPvhgQMtdvHgxMTExvPTSSwEtV4iOkPgQomUSH/4nCVYv8s4777Bs2TKOHTvW4adIOuvo0aOMGDGCvXv3Mnjw4ICUKURnSHwI0TKJD/8zP/zwww8HuxLCP4YNGwZAcnJywJ7I2Lt3L7NmzeKSSy4JSHlCdJbEhxAtk/jwP2nBEkIIIYTwMxnkLoQQQgjhZ5JgCSGEEEL42f8HIQsZcIQ9BSYAAAAASUVORK5CYII="
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#150_BLK_SZA_83\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 2.5 Soil = BLK SZA = 27\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_250_BLK[1],RAMI_frefNIR_250_BLK[1]],[RAMI_fabsRed_250_BLK[1],RAMI_fabsNIR_250_BLK[1]],[RAMI_ftranRed_250_BLK[1],RAMI_ftranNIR_250_BLK[1]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dense case with black soil SZA =27\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(2.5007, 0.0, 0.45946608,60.);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#250_BLK_SZA_60\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 2.5 Soil = BLK SZA = 60\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_250_BLK[2],RAMI_frefNIR_250_BLK[2]],[RAMI_fabsRed_250_BLK[2],RAMI_fabsNIR_250_BLK[2]],[RAMI_ftranRed_250_BLK[2],RAMI_ftranNIR_250_BLK[2]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dense case with black soil SZA =83\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(2.5007, 0.0, 0.45946608,83.);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#250_BLK_SZA_60\n",
    "plot(wl,[reflRed_SZA,absRed_SZA,transRed_SZA] ,label=[\"Default\" \"\" \"\"], layout = (1, 3), ylabel=[\"Reflectance\" \"Absorptance\" \"Transmittance\"],title=[\"\" \"LAI = 2.5 Soil = BLK SZA = 83\" \"\"])\n",
    "plot!(wl,[reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA] ,label=[\"Clumping\" \"\" \"\"] )\n",
    "scatter!([wl[28],wl[52]],[[RAMI_frefRed_250_BLK[3],RAMI_frefNIR_250_BLK[3]],[RAMI_fabsRed_250_BLK[3],RAMI_fabsNIR_250_BLK[3]],[RAMI_ftranRed_250_BLK[3],RAMI_ftranNIR_250_BLK[3]]],label=[\"RAMI\" \"\" \"\"] )\n",
    "\n",
    "plot!(xlims = (400.0, 2440.), ylims = (-0.0, 1.), xticks = 400:400:2400., yticks = 0:0.2:1.0)\n",
    "#ylabel!([\"Reflectance\" \"Absorptance\" \"Transmittance\"])\n",
    "xlabel!(\"wl (nm)\")\n",
    "#title!(\"050_BLK\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [],
   "source": [
    "reflRed_SZA_tot = []\n",
    "absRed_SZA_tot = []\n",
    "transRed_SZA_tot = []\n",
    "\n",
    "transRed_clump_SZA_tot = []\n",
    "\n",
    "for SZA in [27,60,83]\n",
    "    \n",
    "    #Dense case with black soil SZA =83\n",
    "    reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case_multi(2.5, 0.0, 0.45946608,SZA);\n",
    "  \n",
    "    push!(transRed_SZA_tot,transRed_SZA)\n",
    "    push!(transRed_clump_SZA_tot,transRed_clump_SZA)\n",
    "end\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdf1xW9f3/8cd1nQtRJCREUVS4/JG/f4CaZWmpa/2wmgjU+rXNMrVcs7KiWsvta7Uyy2qrNdvc3Gc11waXWctqrVLRzPyVkoqZyg9/CwiKCHid8/7+QZAomikIXDzvt5u3vK5zcc776AGfvd6v8z4uY4xBRERERGqNu74HICIiIhJoFLBEREREalm9B6ySkhLWrFlDSUlJfQ9FREREpFbUe8DKzMxk0KBBZGZmnvE+ioqKanFEEgh0TcjxdE3IsXQ9yPFq+5qo94BVG2zbru8hSAOja0KOp2tCjqXrQY5X29dEQAQsERERkYZEAUtERESklnnqewDfpaysjM2bN+P3+0/6maKiIlq1anUOR3VmPB4PPXr0IDg4uL6HIiIiInWoQQesrVu3EhcXR3FxcX0Ppdacd955fPHFF3Tp0qW+hyIiIiJ1pMEGLMdxGD9+PJGRkbz33nuEhITU95DOWklJCbfddht33HEHH3/8MW63ZmhFREQCUY0Ba8qUKbz99ttkZ2eTkZFB3759a/ziJ598kr/+9a8A3HLLLTzxxBOnte107N69m8WLF/OPf/yDYcOGfa+vbciefvppbrnlFvbs2UN0dHR9D0dERETqQI0llOTkZJYuXUpsbOxJv3DJkiXMmzeP9evXs3HjRt577z0++OCD79x2uvbv3w9A165dv9fXNXSV57Nv3756HomIiIjUlRoD1mWXXUbHjh1P+YVvvvkm48aNo2XLlgQHB3PHHXcwb96879x2uhzHASoawwNJ5flUnp+IiIjUP2Nqd39n3ASUk5NTrcLl9XrJycn5zm0nU1xczMGDB6t+lZeXn+nQzrmsrCxGjBhBq1atGDx4cH0PR0RERE5TZqHhkgV+xn3WvFb3e1blIZfLVfV7c1z0O9W2mlx++eXVXv/0pz89m6GdU2FhYTz55JMUFRXx61//+rS+pqioiIKCgjoeWdN14MCB+h6CNDC6JuRYuh7ENvDqliB+uyGYjiGGlJ75FBSUnvH+IiIiqr0+44AVExNDVlZW1evs7GxiYmK+c9vJLF68mLi4uKrXGzdu5P/+7//OdHh1YubMmXz99dfMnj0bgMLCQrp168ZXX33FsGHDWLRo0Wnvq1WrVif8ZUjt0p+vHE/XhBxL10PT9VWhYdxim8/2Gab2c/PEYDdHDras1WvijAPWDTfcwD333MPkyZPxeDz85S9/4cknn/zObScTGhpKWFhY1etmzZpV217iN2QWnuloT0/PcAjxuE66fcKECfTo0YNnn32WVq1aMWfOHMaMGaNvUhERkUbAdgy/2+Dwy5UOHVtC+vUWl7ar6JY6UsvHqjFg/fznP2fBggXs2bOHK664gtDQUL7++mtGjx7N9OnTGTx4MCNGjODGG2+kX79+ANx0001cffXVAKfcdqYyC2HQ/JOv5l4bVo/1MDDy5NvDw8NJSkpi7ty5TJkyhVdffZV///vfdTomEREROXtbigy3L7b5dK/h3r5unrrQfcqiytmqMWC98sorvPLKKye8v3Dhwmqvp02bxrRp02rc8am2nYme4RUBqC71DP/uz0yZMoWEhAS6du1KVFQU8fHxdTomEREROXOOMby8weGRzx3ah8Ci6ywua1/3C303mjUQQjyuU1aXzpWePXvi9Xq5++67efbZZ+t7OCIiInIS2w5WVK2W7DH8oo+bpy900zKo7qpWx9KzWs7AhAkT8Pv9JCcnAxUPpO7YsSM33HAD69evp2PHjjz66KP1PEoREZGmyTGGVzbY9Evzk1Ns+ORai99dYp2zcAWNqILVkHz00UdMnjyZoKAgAIKDg9mxY0c9j0pERES2HzTcscRm0W7D5N5uZgxxE3oOg1UlBazvYdeuXYwaNYqIiAhmzJhR38MRERGRbxhjmL3J4cEVDpHN4aPRFqM61N9EnQLW9xAdHU1mZmZ9D0NERESOkX3IcGe6zf92Gib1dDPzIjfnNTv3VatjKWCJiIhIo2SM4c+bDQ98ZhPeDD64xuLKjg2jvVwBS0RERBqd3GLDnUts/rvTcGcPF89dbNGqnqtWx1LAEhERkUbDGMNfNhumfmZzXjN472qLqzs1jKrVsRSwREREpFHYUWyYkG7z/g7D7d1dzLrYIjy44VStjhWQAcu2bdLT09m9ezft27dn+PDhWJZVZ8f7+OOPefTRRzl06BBut5sxY8bw5JNP4nI1zL90ERGRxsQYw/9tMdy73CbEA/+5yuLamIZXtTpWwx7dGfD5fHTr0pmRI0dyyy23MHLkSLp16YzP56uzY55//vnMmzePjRs3smrVKhYvXsy8efPq7HgiIiJNxa7Dhus/sBm32GZMrIsNyZ4GH64gwAKWz+cjOTmZbp4yFtx4EZl3/4AFN15EN08ZycnJZx2yZs6cyaRJk6peFxYWEhkZSWxsLF26dAGgefPmxMXFsW3btrM6loiISFNmjOHvWxz6pPpZnWd4+0qLv43wcH4DnRI8XsAELNu2eeD++/hB5zbMuS6Oge3DadnMw8D24cy5Lo4fdG7Dg1Pvx7btMz7GhAkTeOuttygqKgJgzpw5jBkzhoiIiKrP7Nmzh9TUVEaPHn3W5yQiItIU7SkxJHxo89NFNtfGVFStro9tXJGlcY32FNLT08nKyeUXgzvjPq73ye1ycc/gzmzPziE9Pf2MjxEeHk5SUhJz587FGMOrr77KPffcU7X94MGDXH/99aSkpDBw4MAzPo6IiEhTZIxh3tcVVavP9hnm/9Di9ZEeIpo3jqrVsQKmyX337t0A9GgdWuP2yvcrP3empkyZQkJCAl27diUqKor4+HgADh06xNVXX82PfvQjpk6delbHEBERaWr2lhjuXmYzP8twU1cXv7/EIrIRBqtKAVPBat++PQCb84tr3F75fuXnzlTPnj3xer3cfffdVdWr4uJirr76aq666ioef/zxs9q/iIhIU/OvrRVVq6V7DKlXWMwb5WnU4QoCKGANHz4cb0wnfr9qO44x1bY5xvDyqu10jo1h+PDhZ32sCRMm4Pf7SU5OBuCll17i888/Z/78+cTFxREXF8dTTz111scREREJZPuPGG74n58ff2wzKrqi1yqpc2BEk4CZIrQsi+dfeJHk5GTG/+cL7hncmR6tQ9mcX8zLq7bz0fb9pKam1sp6WB999BGTJ08mKCgIgMcee4zHHnvsrPcrIiLSVKRuc5i8zMYx8OYoixu7BkawqhQwAQsgMTGR1NRUHrj/PhL+taLq/c6xMaSmppKYmHhW+9+1axejRo0iIiKCGTNmnO1wRUREmpy8UsM9y2ze3GYY63Xx6qUWUSGNezqwJgEVsKAiZI0ZM6ZOVnKPjo4mMzOzFkYpIiLS9Mzf7nDXMhu/A/8YaXFTV1fAPvUk4AIWVEwXjhgxor6HISIiIkB+qWHKpzb/2GoYE+vij8Ms2gVg1epYARmwREREpGF4O9thUrpNmQN/H2Fxa7fArVodSwFLREREat2BMsO9n9r8/WvDdTEuZg+ziG4Z+MGqkgKWiIiI1Kp3cxwmpNuU+OFvl1v85IKmUbU6VkAGLNu266TJXURERE6usMxw/2c2c78yXNPJxZ+GW3RoQlWrYwVcwPL5fNw39T5ys3Or3usU24kXZ7141ss0nMzy5cu5++67ATh69CjDhg3jd7/7HcHBwXVyPBERkYbm/VyHO9NtDpXDnMssbu/e9KpWxwqoVb18Ph/JycmUtD5K3G+GcemfRxP3m2GUtD5KcnIyPp+vTo47YMAAVq5cyRdffEFGRgb79+9n9uzZdXIsERGRhqSo3HDnEj/XvG/TJ9zFl8ke7ujhbtLhCgIoYNm2zX1T7yMiPore911IWLcIrOYewrpF0Pu+C4mIj+L+B+7Htu0zPsbMmTOZNGlS1evCwkIiIyMpLS2tWtW9vLycI0eO4HYHzB+tiIhIjT7c4dAv1c+/thn+NNzi/WssOoU27WBVKWBSQHp6OrnZuXT6UTdc7up/uS63i07XdyMnK4f09PQzPsaECRN46623KCoqAmDOnDmMGTOGiIgIsrKyiIuLIzIykrCwMCZOnHhW5yMiItJQHSo3TEq3ufI9m+6tXGQkebizp6pWxwqYgLV7924AWnYMq3F7yDfvV37uTISHh5OUlMTcuXMxxvDqq69yzz33AOD1evniiy/Ys2cPZWVldTYdKSIiUp8+2unQL83PG187vHqpmw9HW8Sep2B1vIAJWO3btwfg8I6DNW4v+eb9ys+dqSlTpvDqq6/y7rvvEhUVRXx8fLXtoaGh3HTTTbzxxhtndRwREZGGpPioYfJSmysW2nQ5r6JqdVdvS1WrkwiYgDV8+HA6xXYi9+2vMY6pts04htx3vibGG8Pw4cPP6jg9e/bE6/Vy9913V1Wvtm7dytGjR4GKHiyfz0f//v3P6jgiIiINxSe7Knqt/rbF4ZVL3fzvWovOYQpWpxIwAcuyLF6c9SIFa/ey8cWVHNxSgP+In4NbCtj44koK1u7lhedfqJX1sCZMmIDf7yc5ORmARYsWER8fz4ABA4iPjycqKorHH3/8rI8jIiJSnw4fNfximc2od21iQiuqVpN7W7hVtfpOAbUOVmJiIqmpqdw39T6++H9Lq96P8cbwWmpqra2D9dFHHzF58uSqOwfHjx/P+PHja2XfIiIiDcGS3Q63L7bZXQIvDXVzTx+3gtX3EFABCypC1pgxY+pkJfddu3YxatQoIiIimDFjRi2MVkREpGEp8Rt+udLhd186XBrl4oNrLLq1UrD6vgIuYEHFdOGIESNqfb/R0dFkZmbW+n5FREQagqV7KqpWOw7DrIvd/KKPG8utcHUmAjJgiYiIyOk74jf8apXDCxkOQ6NcvHuVRfdwBauzoYAlIiLShC3f6zBusU12Mcy8yM19fVW1qg0KWCIiIk1Qqd8wbbXD8xkOF7ZxseBKi56qWtUaBSwREZEmZsW+iqrVtoPw9IVupvZz41HVqlYFZMCybbtO7iIUERFpzMpsw29WOzy73mFQpIu1iRa9z1ewqgsBF7B8Ph9T759Kdk521XuxMbHMemFWra2DdTKlpaUMHDiQkJAQVq1aVafHEhER+T5W7ncYt8hmy0F4crCbh/qralWXAmYld6gIV8nJyXT0ePnjTX/ng59/xh9v+jsdPV6Sk5Pr/AHMjz32GEOHDq3TY4iIiHwfZbbhVytthi6wae6BNWM9PBpnKVzVsYAJWLZtM/X+qVzS+TJ++6OX6NN+ACHNQujTfgC//dFLXNL5Mh6Y+gC2bZ/xMWbOnMmkSZOqXhcWFhIZGUlBQQHp6els2bKFn/zkJ7VxOiIiImdtTZ5h8Hw/z653+M1AN5+N8dA3QsHqXAiYgJWenk52TjY/GXInblf103K73Nx24Z1kZWeRnp5+xseYMGECb731FkVFRQDMmTOHMWPGEBwczH333cerr756VucgIiJSG8ptw69X2wx5y4/HDasSPPxqoEWQqlbnTMAErN27dwPQufUFNW7vEtmt2ufORHh4OElJScydOxdjDK+++ir33HMPDz30ED//+c/p0KHDGe9bRESkNnyRbxjylp/frnV4PN7N5wke+rdWsDrXAqbJvX379gBsz99Cn/YDTti+Le/rap87U1OmTCEhIYGuXbsSFRVFfHw8S5cuZeHChUyfPp3S0lIOHDhAnz592LBhw1kdS0RE5HQddQxPf+HwxBqH3ufDyrEe4hSs6k3AVLCGDx9ObEwsf//8zzjGqbbNMQ6vr/wz3lgvw4cPP6vj9OzZE6/Xy913380999wDwPr168nKyiIrK4t//vOf9OvXT+FKRETOmYwCw0Vv+Zm+xuHRODcrExSu6lvABCzLspj1wiw+3b6EX759L1/uWkdJ+WG+3LWOX759L59uX8Lzs56vlfWwJkyYgN/vJzk5uRZGLiIicmb8juGptTaD5vspd2DFGA/TB1s0sxSu6lvATBECJCYmkpqaytT7p3L3m9/ezeeN9ZKamlpr62B99NFHTJ48maCgoBO2jRgxQmtgiYhInfuywDBusc3afMMjA9xMG+gmWMGqwQiogAUVIWvMmDF1spL7rl27GDVqFBEREcyYMaMWRisiIvL9+B3DzPUOv1nt0C0MPhtjcWGbgJmQChgBF7CgYrpwxIgRtb7f6OhoMjMza32/IiIip2PTAcPPFtuszjM81N/Nbwa6ae5R1aohCsiAJSIiEkhsxzArw+Hx1Q7eUFh2vcXFUapaNWQNNmBVTumVl5fX80hqV+X56OHTIiJyOjYXVvRardhneKC/m+mD3LRQ1arBa7ABy+v10rx5c6ZPn860adNo1qxZfQ/prJWXlzN9+nSaN2+O1+ut7+GIiEgDZjuGF790+NUqh04tYemPLC5R1arRaLABq1WrVixYsIAxY8bw3nvv1fdwak3z5s1ZsGABrVq1qu+hiIhIA/VVoeH2JTbL9xru6+vmyQvdhKhq1ag02IAFcOWVV7Jnzx6ysrJO+ZDmoqKiRhFYLMvC6/U2irGKiMi55xjD7zc4PPq5Q3RLWHK9xbB2qlo1Rg06YEFFJWvAgBMffXOsgoICIiIiztGIREREat/XRYY7ltik7zFM6ePmtxe6aRmkqlVj1eADloiISCBzjOGVDQ6PrHRo1wIWXWdxeXtVrRo7BSwREZF6su1gRdVq8W7Dz3u7eWaIm1BVrQKCApaIiMg55hjDHzc5pKxwaNMcPr7WYmS0qlaBRAFLRETkHMo6ZBi/xObjXYa7erl5doib85qpahVoFLBERETOAWMMr2U6PLjCISIYPhxtcUUHVa0ClQKWiIhIHcspNty5xObDnYYJPV08d5FFmKpWAU0BS0REpI4YY5iz2TD1M5tWzeD9qy2u6qSqVVOggCUiIlIHdhQb7ky3+WCH4Y7uLmYNtWilqlWToYAlIiJSi4wxzP3KcP9nNi09sPBqi2tUtWpyFLBERERqyc7DhonpNgtzDT+7wMULQy3OD1bVqilSwBIRETlLxhj+vsVw73KbFh5450qL62JVtWrKFLBERETOwu4Sw6R0m3dyDLd1c/HSUIuI5qpaNXUKWCIiImfAGMM/thp+8alNMze89UOLMV5VraSCApaIiMj3tLfEcNdSm7eyDTd3dfH7Syxaq2olx1DAEhEROU3GGN7cZrhnmY3bBWlXWCR2VtVKTqSAJSIichr2HTFMXmaTtt1wYxcXL19i0aaFqlZSMwUsERGR7/DvbQ6Tl9kA/OsHFjd0UdVKTk0BS0RE5CTySg0/X2bzr22GpM4u/nCpRVtVreQ0KGCJiIjUwLfd4e5lNn4H5o2y+HEXFy6XwpWcHgUsERGRY+SXViy9MG+rISHWxavDLNqFKFjJ96OAJSIi8o0FWQ6TltqUO/DGSIubu6pqJWdGAUtERJq8glLDlOU2b3xtuD7GxezhFu1VtZKzcNLbILZs2cIll1xC9+7dGTJkCBs3bjzhM8888wxxcXFVv8LCwpg6dSoAixYtIiQkpNr2I0eO1N2ZiIiInIH/ZDv0SfXzbo7h/0ZYLLhS4UrO3kkrWJMmTWLixImMGzeO1NRUxo8fz/Lly6t95pFHHuGRRx4BoLy8nOjoaG699daq7b1792bVqlV1NHQREZEzV1hmuG+5zd+2GEZ3cvHacIsOLRWspHbUWMHat28fa9as4bbbbgMgKSmJ7du3k5WVddIdvfXWW3Ts2JFBgwbVyUBFRERqy4e7Lfqk+pmfZfjr5Rb/uUrhSmpXjQErNzeX6OhoPJ6KApfL5SImJoacnJyT7mjOnDmMHz++2nubN29m4MCBXHjhhfzhD3845UCKi4s5ePBg1a+ysrLvey4iIiKnVFRuuGOxn5s+DaF/hIsNyR7GdXerkV1q3UmnCI+/2IwxJ91Jbm4uS5cuZd68eVXvDRw4kB07dtCqVSt27NjB6NGjiYyM5MYbb6xxH5dffnm11ykpKTz88MOndRIHDhw4rc9J06FrQo6na0I+3mNx75rmHDzq4rc9C5jYuxmucigoqO+RSUNwtj8jIiIiqr2uMWB16tSJHTt24Pf78Xg8GGPIzc0lJiamxp3+9a9/5Uc/+lG1nYeFhVX9vmPHjtx8882kp6efNGAtXryYuLi4qtfBwcEEBwef8YmJ6JqQ4+maaJoOlhseXGHzp0zDDzu4+PNlFqHlzXQ9yAlq85qocYqwbdu2xMfH8/rrrwOQlpaG1+vF6/We8FljDHPnzj1henD37t04jgPAoUOH+M9//kN8fPxJBxIaGkpYWFjVr+8TrkRERGryv50O/dL8zNtqmD3M4oNrLGJCNR0ode+kyzTMnj2b2bNn0717d5555hnmzJkDwOjRo6vdGfjxxx9jjOEHP/hBta9PS0ujX79+DBgwgIsvvpgf/vCH3H777XV0GiIiIt86VG64K93mhwttuoW5yEjyMLGXeq3k3HGZUzVXnQNr1qxh0KBBrF69moEDB57RPgoKClTqlWp0TcjxdE00HR/vdLhjiU1eKcy8yM2kXm7cxwUrXQ9yvNq+JrSSu4iIBITio4ZHPnd4ZaPDiPYuPrnWonOYKlZSPxSwRESk0Vu82+H2xTZ7j8DvL3EzufeJVSuRc0kBS0REGq3DRw2/XOnwuw0Ow9u5+HC0RVdVraQBUMASEZFGKX23w+1LbHYdhheHuvlFH1WtpOFQwBIRkUalxG94bKXDS186XBLl4r2rLS5opWAlDYsCloiINBqf7nUYt8gm9zA8d5Gbe/u6sdwKV9LwKGCJiEiDd8RvmLba4fn1Dhe1dfHOVRY9whWspOFSwBIRkQbts70O4xbbZBXDjCFupvZT1UoaPgUsERFpkEr9hl+vdnguw2FwpIu1Yy16na9gJY2DApaIiDQ4K/c7/GyRzdaD8NRgNw/2d+NR1UoaEQUsERFpMMpsw/9b4zBjnUN8axdrxlr0iVCwksZHAUtERBqE1fsN4xb72VwE0we5SRngJkhVK2mkFLBERKRelduGJ9Y6PP2FQ/8IWJXgoX9rBStp3BSwRESk3qzNq6habTwA0wa6eTROVSsJDO76HoCISEJCAh63C8vtqvivy0XLli3re1hSh8ptw29W2wx5y48LWDnWw7SBlsKVBAwFLBGpFykpKbQIDsbtcrFgwQKGdmzNY8N6cEmn1jhASUmJQlaAWpdvuGiBnyfXOvwy3s3nCR7iNCUoAUZThCJyzvh8Pp56Yjpr163HjcEAlstFt4iW/GPsIFwuFxPiY7l1/mrW7SuipPRIfQ9ZatFRx/DMFw5PrHXoGQ6fJ3gYGKlgJYFJAUtE6ozP52Py3XeRvz8PB4MLaBHkwRjDJZ1aM8IbySdZeSzNzef9rfu4plsULpeLEd5IVuw6gGNMfZ+C1JIvCww/W+xnXT48MsDN4wPdBFsKVxK4NEUoInUiJSWFG5OT2L9/PwCtgoO4ICKU4nI/HUKb88bYQUwc6OUfYwcxrFMEv1+5DQBjDIuy8mjuceN26R/gxs7vGH671mbgfD+lfvhsjMWTF1oKVxLwVMESkVqVkpLCy797ibLyckKDPFzZtS17D5eRnpPPgdKj9GwdSlZRCa5vwpPL5WKktw1PL/uK19ZkVVW0AEJCQurzVOQsbTxg+NkimzX5hocHuPm1qlbShChgichZ8fl8pDz4ANnZOYDB7xiGfzP9tzg7j9RNu5g9egAYWLeviIPlfsptB2MMLpcLYwyfZFVUuZ5auhm3y4XbBc1bhHD48OH6PTk5I37H8Px6h2mrHbqEwfIfWQxpqwkTaVp0xYvIGfP5fCQlJdHef4hHL72AoR0iALitX0cmDvTyesIghse05uVV2xnhjaTU77DvcBluXNwyfxWvrcni5vmrWJpbgGMMXq+Xf6WmYTtG4aqRyiw0DHvH5perHO7t62btWI/ClTRJqmCJyBl76onpDI9pzRsJ394BeMv81by8ajujL2hX0bAeG8lzy7dU9VUdLrexjeHzXYV8uqOAli1akJKSwowZM+r7dOQs2I7hhS8dfrXKITYUll5vMTRKwUqaLl39InLafD4fg+LjaBnSgkHxcWzcuIkRsZHH9VNF8nVBMcA30395BFlu0nPzOVjmxzYGn89Hmd/GdgwHD5coXDVyXxUahr9jk7LC4Z7ebr5I9ChcSZOn7wARqdHxYSolJYWkpCRCD+zigcGxhB7YxdGj5SzKysN8s5yCMYaPs/YTZLmPmf7Lp7jcj+V20aWzF5/Px9ixY+v35KRW2I7hhQybAT4/+0sN6ddbPHexRQuPGtlFNEUoIieo7K26LLYNDwyOZXHOLmbOnEnvNmG8Pia+ajrwqnnLSc/N5+b5qxjlbcMnWXksyy3A7apoWNf0X+D6ushw+2KbZXsNU/q6+e2FbkIUrESqKGCJCPDtKuuZmyvu5LssJrJamLp5/iq2F1ZfXiG5ZzQziraxx9OKp5dtweWCLp29PPf8LFWpApRjDC9vcHjkc4f2IbDoOovL2msyROR4+q4QkaqKVeX0X2lpKZfHtq4WpkZ527DvcFm16cBFOfn069OHr7dt46htU+632bptu8JVgNp20DDyPzb3Lne4s6eb9UkehSuRk1AFS0R46onpXBbbpqpiNT9zF4uy8pgQH1u1VtWi7HyMgVsXrGFETGsW5eSTnp2H74XX6nv4UsccY3h1o0PK5w5tm8Mn11qMiFawEjkVfYeINBHHN637fL6qbZmbN3N5TERVxWrKkK5VvVWvrcni1gVrSM/J44GHHqIkoiPPr8qmJKKjGtabgKxDhivetbnnU4dx3d1kJHsUrkROg75LRJqA46cAQw/sIikpqSpk9ezRg8U5BVXTf1d3bUuvNuexPv9ItTA1Y8YMVq1Zy+GSI6xas1bhKoAZY/jjRpt+aX62HjL8b7TFK5dahAapkV3kdGiKUCSAVTauZ2RkMDymdbWm9VsXrOG3Tz5BYmIijz0+jaSkpKQg/MoAACAASURBVGrTf5v2H1KFqonKPmS4M93mfzsNE3u6mXmRm7BmClYi34cqWCIB6tiqlQtOWBB0RExrNmVmApCYmEhaWpqm/5o4Ywx/ynTol+Znc6Hhg2ssZg+3FK5EzoAqWCIB6tjG9Wv/+RmLs49rWs/Jp1fPnlWfT0xMJDExsR5HLPUpt9hw5xKb/+403NnDxXMXW7RSsBI5YwpYIgEqc/NmHhhcEah+cWEXJr77BbfMX81Ib6TuAJQqxhj++pXh/uU25zWD9662uLqTJjdEzpa+i0QC1LGN69d0i2L26AGs31fE08u2aApQANh52HDtBzbjl9gkdnbxZZJH4Uqklug7SaSB8/l8dOvSGY/lJsjtxmO5q57pdyqPPT6NJdn7uXXBGl5bk8XrG3ZysMzPv1JTdQdgE2eM4W9fOfRJ9fNFvuE/V1n89XIP4cGaEhSpLQpYIg1YZaN6e/8hfnlpd4Z2isB2DNuzsqsts1ATNa5LTXYdNlz/gc24xTZjYl1sSPZwbYz+KRCpberBEmmgfD4fP/vJbQzr1Jp/jB307fIK81ezbl8RQNUyCyejxnWpZIzhja8Nv/jUprkFb19pcX2sgpVIXdF3l0gDUzkleENyEqVHSmkXGlx9eQVvJKV+h1K/U7XMgsip7CkxjP3Q5ieLbK6NqahaKVyJ1C19h4k0IJVTgtH2IR4b1oOhHSNI3bSLhVv2AN88YDkrj+YeN8097mrLLIgczxjDvK8req2W7zP4rrB4faSHiObqtRKpa5oiFKlHPp+PlAcfIDs7B5cLLMvDZTGRvJ4wsGpK8Ob5q3joow3sOFTKJ1l5LM3Nr/r6xx6fVo+jl4Zsb4nh7mU287MMN3V18ftLLCIVrETOGQUskXqQkpLCy797ibLycjwuFxe2D8djuUnPyadty2bVpgRHedvw2Y4DPLV0M26XC8vtIjY2lueen6WGdanRv7Y6TF5m43ZB6hUWSZ01WSFyrilgiZxDKSkpvDjreWzHITTIw7U9o9lbXEZ6bj6TBsZijOG/2/ZhjKlacf2TrDxaNrM4WOYnNS1NoUpOav8Rw8+X2fx7uyG5s4s/XGrRpoWqViL1QQFL5BxJSEhgwYIFDOvUmpHeSBZn55G6aRezRw/AYHg9YwdTL+7GpzsKuHn+KkZ521RNCXbp7GWuKlZyCmnbHe5eauMYeHOUxY1dVbUSqU/6DhSpYz6fjy6dvbz79gKGf7PkwsSBXl5PGMTwmNa8vGo7I71tOOK3WZSVRwuPxfr8Izy/KpsjkZ3w+Xxs3bb9tMLVkCFDcFluXG5X1X/Dw8Pr/iSl3uSVGm76yE/y/2yGtau4Q1DhSqT+6btQpA5V3hWYv3snDjDCG1l9yYXYSL4uKObjrP143C7Sc/M5fNTmb6+/weGSI6e14rrP58PbxYvL5WLlypWE92pNl5v7EN47EgwUFRUpZAWo+dsr7hD8cKfhHyMt0q6wiArRlKBIQ6CAJVKHnnpiOpfFtuGo7dDM7WZRVh7GGICq/qogy82y3AL8jql6BM7pVKt8Ph/h54eTlJxEdnYOuCG8TyT9HhlKx9Fd6ffwxYT3jcQK8XCw+GAdn6mcS/mlhls/9pP4P5uhbSuqVjd3c1eFdxGpfwpYIrXE5/MxKD6OliEtGBQfh8/nI3PzZi6PiaBbRCiRIc1Iz83n5vmreG1NFjfPX8XS3HyKy/wMGTIE2zGnPRWYkpJCUlISrg5B31arHAiOaFGtQhbRPwqn3ME4pq5PX86Rt7Md+qb6WZhr+PsIi/k/tGinqpVIg6OAJVILKqcCQw/s4oHBsYQe2EVSUhJRUVEszingnsGd2XGolA6hzVm5q5Cnlm5mxc4DeCyLB1NSWLFixUn3nZCQgNtjVfVVuS03M5+beWK1qk8keat3V6uQFazfi7tZRS+WNG4Hygw//cTPmP/aDG5TUbW67QJVrUQaKt1FKFILKqcCXx8T/+0zAxesYZfLzZKs/RgMyb2i+e+2ffgdhy6dO/Psc8+fslrl8/m4Y/wdFBUVYbXwEDmoA2UHSin8cj9QQ7VqQBSFG/PIeGY5EQOiKFi3l8INeQDqwWrk3s1xmJhuc9gPcy+3+OkFLgUrkQZOFSyRM3TslOD69RlcHhNRvYE9pjW79+wmLS2NkoiOLMwq4ILefUlN87Fl67aThiufz0dUuyiSkpMoLj9M1LBOnNf1fPam59J+VCzhfSJxWa4Tq1Xr9mK18FCUmc+2eRso2pRf0ZcVHs6BAwfO2Z+L1J7CMsPti/1c94HNgNYVVaufdVfVSqQxUMASOQPHTwmGBLn55LgG9kU5+fTq2ZPExERWrVl7WncFVu63PNKhy819vg1WI2MJ79uG3He2EDEgCuMY7CN+Mp5Zzo6FW8l4ZjmFG/KwS/wAeDt7SUtNw9hG4aqRej/XoW+aH992w5zLLN69yqJDSwUrkcZCU4QiZ+D4KcGO5zVn0sJ13DJ/NSO9kSzKySc9Ow/fC6995758Ph8PPPQAOdk5GAwhncLo98hQXC4XHa7pQsaMz8h9Zwtth3YkKzWTgnV7K/qxPG4ObS+kcGMeLpcLTzMPU++byowZM87Bn4DUlaJywwOf2czZbLiyg4s/X2bRKVTBSqSxUQVL5BR8Ph/dunQmyLJo5rGqllGovDuwcqpm9AXtSO4VzYpdB3h+VTYlER1Pa7mFyopVYYtivD/uRauerSnJPUj+qt1A5Z2AbSnZWVwRrDwuCjfkYWxDZHhrgoyHuPg40lLTOFp2VOGqkftwh0O/VD//2mZ4bbjF+9coXIk0VqpgiZxEZfgZ1qk1t1x6AYuy80jPyiYpKYnO3lgW5xQwIT626pmBe0vK6d+/P6vWrD3lPqc/OZ3NmZvp0bNHxSKgfdvQ7+GLv61YPbOcnLe3EHlhdFVvVWWwwg1ut5sHH3xQYSqAHCo3PLjC4bVMhx9Eu5hzmUXseQpWIo2ZApbISTz1xHSGx7TmjYRB394ZOH816/YV4f7m7sBbF6xhREzr05oSrAxsEf3aEj22K7kZuynYvo8uN/c54W7A7W9uZMfCrd/eCeiqWPtKoSrwfLTTYfwSm7xSePVSN5N6qYldJBBoilDkJDI3b2ZE7HGPtvFGUup3qt0dWNOUoM/nI25gHC1CWhA3MK6qchXRry19Ui6i4+iu9Em5CE+LIArW7Tth7SpcsO2fGzm4uQBvFy++NJ/CVYApPmqYvNTmioU2Xc5zkZHk4a7elsKVSIBQBUuEikD01BPTydy8mZ49evDY49Po2aMHi7J3VJsGXJSVR3OPmwu+uTswMTGxxn0dX6lKSkoiqFkQnZK7VwtsrQe1Y296bo1rV53uI3Ok8Vm0y+GOJTZ7j8Arl7q5q5cbt4KVSEBRBUuavJOtwv6DH15Jes63j7a5Zf5q0nPzOVjm57HHp510fzVVqiL6tcUT5KEwY3+1atXRwjK8nb2cf+Q8st7c9G3FSuEqIB0+avjFMpuR79p0aulifZKHyb0thSuRAKSAJU1W5UKhP77hBsKCPdzaJ5qJA728Piae4bGRfPy/D0lLS2OPpxVPL9vCil0HTvkw5sppwXXr1hPer021SlV4vzbYfpuCjH1seHYFOxZuZcOzKyjI2Mes52exbes2bL+NfdRm+9bTex6hNC5Ldjv0T/MzZ7PDS0PdfHKdRdcwBSuRQKWAJU2Oz+ejS2cvSUlJtCzYwaOXXsCAqFZMWriO977eW7UK+6bMTBITE/l62zaO2jblfvukD2OurILl+ncTfH4wBeur91UVZuynd5/epKWlERMUza75W4kJilalqgko8RvuW24z4j820SEVVaspfVW1Egl06sGSJqUyCIUFe2q8Q/D3K7dxdde2Vauwn65jpwXzV+1m40urqvqqCjP2U5Cxjz/7/sjYsWNr7NuSwLRsj8O4xTY7DsOsi938oo8bSw/eFmkSVMGSJqVyBfajtlPjHYKb84u5dcEa0rPzqvVZ1XRX4LE2Z26umhaMvDCa3vcO5siew2z750ZVqpqgI/6K1diHv2PTprmLLxI93NfPUrgSaUIUsCSgHftA5kHxcXy5cSOXx0TQLSKUxdnVnx34SVYeBmpccqFy+i96bFdy/RV3BR4bsnr07FGtgb314Pa0jD6PuLgBrF196ucPSmBZvtchzufnlY0Oz17kJv16ix7hClYiTY0ClgSkd955h3ZRbUlKSiIkf0fF3YEFOykvP0pa5m7uGdyZJTn53Dp/ddUdgktz83nz36lVD2SurFrd8OMbCO/b5oS7Ap946omq40371bQaG9in/erkdxtKYCn1G1JW2Ax7x+b84Iqq1YP9VbUSaaoUsCTgpKSkMP72cezfv5+wYA8/6dex4u7AhIEMi2nN5rxDvL5hJ8m9olm3r4inlm5mT1DYSatWBojo3/aEuwIzN2VWHTMxMVEN7E3Yin0O8fP9vPSlw9MXull6vUVPVa1EmjQFLAkoKSkpzJw5k0s6tuaxYT1OuDtwZGwknqAgSiI6sjCrgAt69yU1zceWrduqhaFjm9ZbdjyPgowT7wrs2at6E3xiYiJrV6/lSMkRTQs2EWW24dHPbS552ybU42JtooeUARYeVa1EmjzdRSgBwefz8eADU8nJzmZYp9a8MbbmuwM/ztpP3z69T/lAZqhoWo8e2xWXy0XMmAtOelegNF2r9lfcIfhVETwxyE3KALeClYhUUQVLGr3K6bz83TsrqlTemu8OvHn+KpblFpxyFfZKxzatR14YTa8pgyneXkTWm5s0/dfEldmGX620uXiBTbAFq8d6+GW8qlYiUp0CljRaPp+Pbl06c0NyMmHNPJQetWkbEnzC3YEfZ+3Hdgyf7ThASkrKaQWj45vW936Sg7/kKKn/TtX0XxO2Js8weL6fZ9c7/Gagm8/GeOgXoWAlIidSwJJGKSUlhaSkJNr7D/HYsO4MaNeKcsfgdlHt7sDKqpVjDNePGcOMGTNOa/9qWpdjlduGX6+2GfKWH48bViV4+NVAiyBVrUTkJFym8n/168maNWsYNGgQq1evZuDAgWe0j4KCAiIiImp5ZNJQ+Xw+bkxO4pKO3/ZaGWO4df5qPt1RQPeIlhSV+9l3uAxjAJeL1m0jOVh0kB49ezDtV9O0mnoTdKY/J9blG362yM+GA/CreDe/jHcrWAUA/bshx6vta0IVLGk0jn04swsXUaHBJ/RauV2ws7iUPcWlRLZpQ+uoNtjGoeDgAVoNblPjIqEiNTnqGKavsRk8348DfJ7g4deDVLUSkdOjgCWNQmUje+XDmYd2jCB10y4WbtkDVK7Evh8DGCuIq66+hj3797N//36CI5rTLLIFe9NziRoZc8IioSLHyygwXPSWn+lrHB6Nc7MqwUN8pIKViJw+LdMgDZrP52Py3XeRv38/HreLA0fK6RTWgjfGDuLm+at46KMN7DhUyidZeSzNLQC3iyPlR3nvvfcI79uGiP5tOZCxjwMZ+wnpFEbuO1toO7QjmfMzv/vg0uT4HcOMdQ7/b41D91awYoyHQW0UrETk+1PAkgYrJSWFWc/NxAChQR6u7NqWfYfLmPjuF7x2bRyjvG34bEcBT6ZvBrcLXGA194AbwmMj6ffwxbhcLjpc04WMGZ9xZHcxpYfKa1wkVGRDgeFni23W5hseGeBm2kA3wZbClYicGQUsaZB8Ph8zZ85keKfWjPBGsjg7j9RNu5g9egAG+P3KbYQFezAGDBDeO5KI/m0pyNhHYcZ+giNaVOvPiujflu2b8rCCPVokVKrxO4bn1jv8erVD1zD4bIzFhW3UPSEiZ0cBSxqclJQUZj3/HGHNPKzafYDCsqPcM7gzBnh51XYSerTn6WVf4XcMwc2b0fKCcPqkXPRtteqZ5eSt3kN3Y6ruMCxYtxdjoGO7Dsx6bpaWWxAANh0wjFtssyrP8FB/N78Z6Ka5R1UrETl7CljSoFQ+SxBgQLtWjIitqF5NWriO5F7RrNhRwMwDh/EbA24XZWXldOjXpnq1akAUhRvzqh5tU7BuL4Ub8khJSTntdbAksNmOYVaGw+OrHbyhsOx6i4ujVLUSkdpz0p8oW7Zs4ZJLLqF79+4MGTKEjRs3nvCZuXPnEh4eTlxcHHFxcYwcObLa9ieffJKuXbvStWtXHn/88dofvQQUn8/Hi7OeJ6yZh+GdWvNGwiAmDvTyesIgerUOxffVbsqN4WiQi6hhnQjvHQkG9qTnVFu5vWDdXqxgi6JN+exI24I3uCM+n0/hSgDYXGgY9o7Nw587/KKPm7WJHoUrEal1J61gTZo0iYkTJzJu3DhSU1MZP348y5cvP+FzV1xxBampqSe8v2TJEubNm8f69evxeDxceumlDBs2jKuuuqp2z0ACQmXlyuN2UWo7jPjmeYLvfb2XRz/ZSH7pUcAQFNqMoPObszc9l15TBgOGoo35J1SrYmJjePGFFzUVKFVsA7PW2zy2yqFTS1j6I4tLFKxEpI7U+NNl3759rFmzhttuuw2ApKQktm/fTlZW1mnv+M0332TcuHG0bNmS4OBg7rjjDubNm1crg5bAkpCQwAvPVYSrYMtNc4+bxdl5LNyyh4nvfkF+6VFcLgg+vzlB4cGU5BysWnIhon8UuODg5gJ2zd9aVa1au0bPC5RvbSkyXL+4BQ+ucLi7l5svkjwKVyJSp2r8CZObm0t0dDQeT0WBy+VyERMTQ05OzgmfXbx4MXFxcVx66aXVKlk5OTnExsZWvfZ6vTV+faXi4mIOHjxY9ausrOyMT0oaB5/PR7uotixYsICLO7bm0Uu7E9uqBQfL/CzJyeeu99cBFXcIdv5xb0Kiz6Mk9xAhnc7DLjlKyc5iCtbvxQr20L9/f46UHNGDmKUaxxhe+tJmQJqffaVuFl9nMWuoRYga2UWkjp10irCyabhSTY8svO6667jxxhsJCQlh06ZNXHnllXTs2JGLL774hH181yMPL7/88mqvU1JSePjhh7/7DIADBw6c1uek4fj1r3/Nyy+/XNFvFVPRb+VyuZgQH0vca59QUHoUg4vwPq1rXM+qvLAUd7BF4Zd5ANx/7/0UFBRU7V/XhGwrdjFldXOW53mY2LWcezrupUNwOMdcJtKE6WeEHO9sr4njn2NYY8Dq1KkTO3bswO/34/F4MMaQm5tLTExMtc9FRkZW/b5Xr16MHj2aZcuWcfHFFxMTE1NtSjE7O/uErz9WZSWsUnBwMMHBwWd8YtIwpaSk8PLvXqKsvJywZh7KbIcRsZFVYfz9rfsoKPcT3rcNhRv2EzEgqsb1rIwBu9SPt4v3pMsu6JpomhxjeGWDwyMrHdq1gEXXWVzeviUFBeG6JqQaXQ9yvDp/2HPbtm2Jj4/n9ddfByAtLQ2v14vX6632uZ07d1b9fu/evXz88cfEx8cDcMMNN/C3v/2Nw4cPU1ZWxl/+8hduuummkw4kNDSUsLCwql/fJ1xJ45CQkMDMmTMZ1PY8HhvWgwHtWuF3HBZn51VVOF9cuRWXCyL6t8Ud5P5m/arqdwgaAzgGX6qP7Vu3a0pQqmw7aBj1rs2U5Q63d3ezLsnD5e3VayUi595Jpwhnz57NuHHj+O1vf0tYWBh/+9vfABg9ejTTp09n8ODBvPLKKyxYsICgoCAcx+H+++9n1KhRAIwYMYIbb7yRfv36AXDTTTdx9dVXn4NTkoYoJSWF/7y9oGL5hbHfTgde9canLMnJ59b5qxnhjSQzr5hm5wdzIGMf7a/ozM6FW0+4QzCsVRhz/zpXwUqqOMYwe5PDQyscIpvDR6MtRnVQsBKR+uMy39UcVcfWrFnDoEGDWL16NQMHDjyjfRQUFKjU24ANGTKEtatW4gCPDevBxIFe3vt6Ly+u3MZX+cXYxtDc7aLMdsDtpkV0KIdzDxLetw3Gdji45QDGdghuHsy9v7j3tNaz0jXRdGQdMoxfYvPxLsNdvdw8O8TNec1ObGLXNSHH0vUgx6vta0IruUudateuHXv37mV4p9ZsPXCYRVl5dDyvOZMWriOibxtiruhUVZlKSEjgJz/5CUlJSYTGhFU1s2Mg5SGtwi7VGWN4LdPhwRUOEcHw4WiLK1S1EpEGQj+NpM4kJCSQv29v1bTgj7q3I31nAXe9v57wPm3o8/DFdBzdlX6PDOX8vm3IyskiMTGRtLQ0ukV2wVViGDBgAGmpaQpXUk1OseGq92zuWupwc1cXGUkehSsRaVBUwZJa5/P5ePCBqeRm5+AAI7yRvL91H39ck8X5fdtQmJlPxIC21e4OPL9/WzLnZwKQmJhIYmJiPZ6BNFTGGP6y2XD/ZzatmsH7V1tc1UnBSkQaHgUsqVUJCQm8+/YCnG9eN3O7WZSVR35ZORF9K6pWax9fQkHGPjpc0wWXy4UxhsKM/fTs1bNexy4N245iw4R0m/d3GO7o7mLWUItWNfRaiYg0BApYUmsq+62GdWrNSG8kL63YynnNPKTn5uN2u/BeEVPxVIAxF7DxpVVVdwcWZuynIGMff/b9sb5PQRogYwxzv6qoWrX0wLtXWYyOUdVKRBo2/ZSSWuFyucj7pt/qH2MHMXGgl5lX9GFncSkdQpuDi6o1rSIvjKbXlMEUby8i681NxARF4/P5tOyCnGDnYcN1H9jcscQmIdbFl8kehSsRaRRUwZKzFhwcjOUCA2TkH8T78ofgguiWzRna4XxW7i7EOIbCDXlkPPMZEQPaUpixH3/JUQUrqZExhr9vMdy73KaFB9650uK6WAUrEWk89BNLzppz9CjfLK4OnVvhvak3Yb0i2XHwCMt3HgAMbpeLlJQUvMEd2DV/q6pWclK7Swxj/mvzs8U218W4+DLJo3AlIo2OKlhy1hwMluUmrEcE/R4ZesyDmZdzaFshdqnNQw89xIwZM5iBlluQmhlj+MdWwy8+tWnmhrd+aDHGq2AlIo2TfnrJWXPjwu+YGh7MHIVT7hAUFKR1rOSU9pYYEj+0ue0Tm6s7utiQ7FG4EpFGTT/B5Iz4fD7iBsbRIqQFttuFgRMfzLx+L1Yzi959etfvYKXBMsbwz60OfVL9LNtrSLvC4h+jPLRuruUXRKRx0xShfG8+n4+kpCQi+rUlemzXqmUWKprYqz+YGWDar6bV84ilIdp3xDB5mU3adsONXVy8fIlFmxYKViISGBSw5Hub/uR0Ivq1pU/KRVX9VhueXUFYcQiuIy6y3twELvB28TLruVlqZJcT/Hubw+RlNgD/+oHFDV1UTBeRwKKAJafF5/Mx/cnpbM7cTPnRctoM7VCt3yq8Xxt2zd/KkZIj9TxSacjySg0/X2bzr22GpM4u/nCpRVtVrUQkAOl/G+U7VU4J5vp3Ez22K2E9W7M3PZf9n+8C0KNu5LT4tlf0Wv1vp2HeKIt//0DhSkQClypYcko+n4/bfnob4X3aVJsSzHhmOVv+vI6yvCN61I2cUn5pxdIL87YaEmJdvDrMol2IgpWIBDZVsOSkKitXpaWlRAxoW30JhgFROGW2Fg2VU1qQVVG1en+H4Y2RFr4fKlyJSNOgCpacVGUze/mhMg5k7KPDNV1wuVxVU4L9B/Rn7eq19T1MaYAKSisec/P614brY1zMHm7RXsFKRJoQBSw5qc2Zm4ke25XmbVqw8aVVZMz4jIj+bauWYNCUoNTkP9kOE5faHPHD3y63+MkFrqrqp4hIU6EpQgEgJSWFkNAQXJabkNAQUlJS6NGzB4UZ+2k9uD297x2M/3A529/cSFlWiaYE5QSFZYZxi/xc/1+b+NYuvkz28NPuboUrEWmSFLCauJSUFKwgi5kzZxLsbUmXm3oT3DmUmTNn4o3xUpCxjw3PrqB0/xGahQZjbMMbf39d4UqqWZhT0Ws1P8vw18st/nOVRYeWClYi0nQpYDVhCQkJzHz+ORzHwQrx0P4HXjqO7kq/hy8mvE8k//3fh6SlpRETFK1mdqlRUblh/GI/135g0y+i4hmC41S1EhFRD1ZTlZKSwoIFCwjv26air2r9Pjb9bhWuewcTeWE0EQOi2LZpI4mJiSQmJtb3cKUB+u8Oh/FLbIrK4U/DLcb3UK+ViEglBawmxufzMfXBqWRn5xDeJ5J+D1/87dpWM5aT8/YWWg9uT8G6vbRo0aK+hysN0MFyw4MrbP6Uabiig4s5l1nEhCpYiYgcSwGrCalc18oTEoTLBREDoqqvbdU/iu3/2kTGM8sp3JBHSkpKPY9YGpr/7ayoWhWUwexhFhN6qmolIlIT9WA1EceuyO74HZqFB1Owfh/GGKDicTcF6/ZiHEPRpnwSEhKYMWNGPY9aGopD5Ya70m1+uNCmW5iLjCQPE3up10pE5GRUwWoCUlJSmPn8c2AMzh5Ds1bBWC08FH65n4wZy4noH1W1tlVYqzDm/nWuGtmlysc7He5YYpNXCn+41M2kXm7cClYiIqekgBXgUlJSmDlzZrVm9sIv9wMQ0uk8juw+zPZNG8FUfFZVK6lUfNTwyOcOr2x0uLy9i4+vtegSpmAlInI6FLACmM/nY+bzz53YzP7Mcg7nHKQs/wj2ET+du3Tm+ZnPq2olVRbvdrh9sc3eI/D7S9xM7q2qlYjI96GAFcCmPzm95mb2AVEUbsyjRUgIb6T9S8FKqhw+avjlSoffbXAY3s7Fh6MtuqpqJSLyvanJPQAlJCRgBVms+2IdLreLPem5JzSz43JpRXapZukehwE+P3/KdHhxqJtF1ylciYicKVWwAky3bt3YunXrCT1Xq3+5iHbDY6qa2VNSUhSuBIASv+FXKx1e/NJhaJSL9662uKCVgpWIyNlQwAog3bp1Y+v2bbis/9/evYdFcd57AP/OzCoCCoooahAX8YIGVEAQBTUmJo3WKEI0SRuriamatCetopum0bSppI31klsb9ZwaE5ue1EaGaExjbo0oiFw1oijeuHpX5CqgO/OePwh7RFBRgWV3v5/n4XmEGTfvPnmZ/fp73/mNBHPlVXTq4YzAl8KR/UYKyo+VMXr6wAAAIABJREFUIG8zN7NTQ3vO6ZizU0NRFbBqlIxfBchQZIYrIqJ7xSVCO6CqKrp264oTJ09A6aSg5xhvdOjSETlvZ+BSxhl4DPeCfk3H8OHDEb8l3m7DVVRUFDoaOkKRFfTq2QtRUVHWHlK7VW0WWJKqIXKbhu6dJOyPNmDRMIXhioiohbCCZeOioqLqnil4vyf6T74fJdnncW53EYa8OBJCAIXbjsHg0gGyomBf5j5rD7fV9OrVCxfPX4SAgAQJmqZh69atiIqKwqeffmrt4bUre8/pmJOoIb8SWBEmY1Egq1ZERC2NFSwbZjKZsHXbViguBpQfu4zze4rRe0I/dA3ogaLPjsFjWE9UFZaj9NBFTJ3ymLWH2ypUVYWrqyvOnTuHoL6heH7sIgT3DYMOHQCwdetWK4+w/agxC/wmTUPEZxrcOkrYN92AJcNZtSIiag0MWDbs7XfeBgTQpX83GB/3R4cuHXH4nQw4deuEK6cq6+4WRN3erISEBCuPtmWZTCY4dXBCTEwMrtVcw0ifcKyJXo8nQ36G1dHrMNInHJ2dukCRWaQFgPQLOkISzHgzW8frI2XsmapgSDcGKyKi1sKAZYNMJhNcOrvg6rVr6BrQA4EvhcN7sh8CTOHoGuCJi5lnIBkklB66CD9fPxw7dszaQ24xqqrC3d0da1atgVkzo7NTF5h1M0YZIxv0+hpljEStuQZC6FYesXXVagKvpGsYvVWDs0FC5nQDfjNCgYFVKyKiVsWAZWOioqKwcuVKOBldAQAew3o2bCI6zAtatRl6jY6oqCi7C1cxMTEoLy+3LAcO8QqAgMCOnG0Nen2l5ifBydAJkuS4UzzzgsDIBDNWHtDxWoiMlGkKAjwYrIiI2gLXT2yIyWTC1s+21bVhqLqGDm4dUfL9Odw3qT8kSbI0EXXv6o7SklJrD7fFxS2PQ2enLvD3uh9rotdDkiQ8ETwLi9T52FeUjoXx8xDuOxap+UnIKNwLoG551NFc1QSW79Pxp/06hnkAGVEGDOvOYEVE1JYYsGyEqqp1D22+3xMew71wOfs8KvPLUFpai+w3UuAx3MvSRFRVVWsPt0WYTCa889Y7uGa+BgkSdKFDluUmlwP3Fafj+1OZ2FecDkmSIEsy+vv1t6sKXnPsuygwJ9GMnMvAq8EyXh4howOXA4mI2pzjrp/YEFVV8dRPn6p7aPNvRl+336oHOvV0QUVeKU7+MwdGJ2+oqmrzHdpVVYVHNw+sXrX6h31WbjB294OAgKZrjZYD9+btBkTdn3v07IFPtnyCCxcvOFS4uqYLvJapIexTMwAgfboBrwYrDFdERFbCClY7V7/vCLIE7xsf2jysJ/I250Bowm66s9e/35E+4Rg1LBJp+clIL0xBeU0p+ncfiKLSfORfOmFZDtybtxuZRalwd3fHxo0bLeGypKTEyu+k7Xx/qa5qlV0CvBIk45URMjoqDFZERNbEClY7ZjKZMOOJGYAESABKDpxv/NBmUbfx3V7C1dM/eRqKbEB5TRl6u/Vp0HKh6moFNF2DgMCB01lYl/QmSjvULYmWlpbafOXuTl3TBZZnaQj91AxNAGlRBrwWojBcERG1A6xgtVPXd2j3GO6Fs7sLUXrwArJXpMBjmBdKDtTtt+rp1dPme1ypqorFsYuRl59XV7kyRiKtYA+Wbl+EuClrMMoYie9PZaL6WjUUWYGTkxMqqiqsPWyrOlgiMDvRjO8vAb8ZLmNZsAwnBisionaDAasdqr9bsL7HlSRJuG9Sf2T+difKjpSg7EgJ5I51xcd1a9dZebT3pn5JsLNTF4T6jMbq6HWWuwNj1QX4e9rf0KWTG5wMnVB99Qqu6WYs/OVCaw/basy6wMoDOn6XqWOgG7B3moKRPViIJiJqb3hlbmeioqKwcvUqQIhGPa56jfWB0HQITYdP7742v6FdVVXMnjUbimxAzbVqdO/co8H7DTNG4PjFo8go3IvK2gpAgt3sNbsbOZcFxmzTsDRDR2ygjMzpBoYrIqJ2ilfndsSyLDjUE04enZrccyUrCtR4FSePn7T5cBUTEwN/zwAsiPw1RniPxI6cbdh57GsA190dCECGDJPJBLNmdshwZdYFVuzXEKSaUXFNYM9UBX8KU9DJwCVBIqL2ikuE7YSqqg2WBS9lnEHO2xmNelyZTCabDVaqqiJueRxyc3MhSzJC+43G6un/vyS4MH4eVnz9e5wtP2O5O7C/b3+sWr3KZt/zvTpSKjAnUUP6BYHYQBl/CJEZrIiIbAArWO3EosWLGiwLeob2wdBfjUT12Sqc/PgQyg5fsum7BesrVh1KnfFM6AuorqlBWL+IBkuC4b5jceVqFdbuXmO5O/DEyRMOGa40XWD1AQ0jVDMu1wokPabgz6NYtSIishUMWO1AVFQUCgoKAUlqsCzYfWRvOPdyBSQJPXra9t2CccvjEGYcg1VRa/FkyM/g5zkQqflJjRqGuji7YEv8Fhw/cdwhgxUAHC0VGLddw5JUHb8YKmN/tAGjvfirSkRkS7hEaEWqqmLWrFm4UlMN/BA0Sg9eaLQsCADr3ltrzaHes9zcXDwT+oKlYvWzsJ9j6fZFloahaQXJyCxKtfmN+/dC0wXeOaTjt+k6vF2BXY8piOzFYEVEZIt49baS+iWzK1euoOuQ7uj/1P1w8e4CACjLLalbFsyt60YeFRVlU6FDVVUEBwXD1cUVwUHBUFUVgwcPRnrhHkvFatyAh+DXYxByLx3CxvT3oHnUOnS4Ol4m8MB2DbF7dcwfIuP7GAPDFRGRDeMV3ErqH3/TNaCH5fmCIX98AC59u1iqWRLq2hLY0tLgjXutOpQ6IyYmBhMfnoi0/D2ITViAf2ZuQmzCApy4cBSbPtqEqitVyMzKdMhwpQuBdw5qGBZvxukrAjunKHhrtAIX7rUiIrJpDFhW4OrqCsgSJAlN97rSBSBJ2PKvLTazqb2+avXEzCcx0ifcstdqVdRahPYbjW+/+Rbx8fHQPGpZsfrByXKBCds1/CpFx9zBMg7EGDCuN38liYjsAfdgWUF1bTUkCejY1QmXs8/jvkn9IUnS/z9fUJIQNXWazYSP+qpVmHEMJACjjJENG4b2i8DG9PcQHR2N6Oho6w62HdCFwNocHS+l6ejRCfjPjxVM6MNgRURkT3hVtwKhC3Ts6gSDa0dczr6A7BV7UfzvE8h+IwWlhy4ibGSoTS0LXn+HoG/3AUjLT25wd2BaQTL8/f2tPMr2Ib9CYOLnGn65R8fPBsrIftzAcEVEZIdYwbICSZaguHRAVWE5XPq6ofpMJfIOXwQE4OLigtTUVGsP8Y5cf4dg/d2Bi9T5Pzy0ORnpBSlQ31StPUyrEkJg/WEdS9J0eDgB30xW8NB9DFZERPaKV3grcHZyxpWiCrj07QLtyjVcLa0BRF1lq6qqytrDu2PX3yE4fuBELJ+yGkfOHcK6pDe51wpAQYXAI19oeD5Zx0/8ZGTHGBiuiIjsHCtYVlBVVQVXV1dUn66E0AUkWYJzJ2ebDFcAsHTZUsTExCA2YQHC+kUgrSAZlbUVDh+shBD4W65A7F4NXTsCX05S8Ig3gxURkSPg1d5KqqqqoJt1CF1AN+vtOlw11dfqetHR0bxD8AZFlQKTdmiYt1vDzP4Ssh83MFwRETkQXvHplm7W16qpkJWZlenQPa2AuqrV+7k6AraYcfCywL8fVfC3cQa4d2RfKyIiR8KARTelqipmz5rdZF+r1+Net/bw2p1TVQI//lLD3F0aon0lHIwxYFJf/ooRETkiXv2pSfWVq+qamib7Wh05csTKI2w/hBD48KiO+7eYsf+SwPYfKdg43oCuTqxaERE5KgYsalJ9bys/z4FIK9jDvlY3cbpKYOpXGuYkapjWT8Khxw34sQ9/rYiIHB3vIqQm1fe26u3WB0u3L0KsugBhxgjszduNzKJU9rUSAv84LvBiigYnGdj6iIKp/RisiIioDj8RqEn1va3GDXgIcVPWoLymDOuS3kLupUMOf4fg2SsC07/WMGunhkneEg4+bmC4IiKiBvipQE1aumwp0vL3IDZhAc6Un4abszs03YxNH21y2HAlhMDHx+v2WqWcF1AnKvjHgwZ078S9VkRE1BADFjWJva0aOl8t8Pg3Gn7ynYZHvOv2Wk335a8PERE1jXuw6Kaio6MRHR1t7WFY3b9O6PjFHg0A8MlDCh7vz2BFRES3xoBFdBMXqgV+kazhkzyBx30l/DVCQU9nLgcSEdHt8Z/iDuJ2j7uhhuLz6vZa/ee0wOYHFXwy0cBwRUREzcaA5QCa+7gbAi7WCDz5rRmPf6MhslfdXquZfvw1ISKiO8MlQgdQ3zR0VdRaSJKEJ4JnITZhAV6Pe517rK7zab6O+UkarunA/05Q8KSfZOlgT0REdCf4T3M7df2SYHb2QXi4ePJxNzdRUiPw9HdmTP9aQ3jPuqrVUwNkhisiIrprrGDZofolwc5OXXDNfA2dDJ2wI2cbIvqPxwMDH+bjbq6zrUDH/N0aajTg7w8o+OkAVq2IiOjeMWDZocWxiwEAQ7wCEGaMQFp+MtILU/D6jldwtvwM0gqSkV6Q4tCPu7lcK/CrPRr+flxgio+E9ZEK+rgyWBERUcvgEqEdqV8WLCwoRKjPaKyOXocnQ36G1dHrMNInHNd0M5uGAvi8UEfAFjO2FQp8MF7BtkcYroiIqGWxgmUn6pcFw4xjIACEGSMa7LkaZYzEvuJ0VF2psu5Arai0VmDRXg0bjwpM6ivhf8YquI/BioiIWgErWHZAVVXMnjUbimxA6ZXL6OrcFan5SRBCAKh7ht7evN0wGo3WHagV7SjSERBvRnyewIZxCj7/EcMVERG1npsGrGPHjmHMmDEYNGgQwsLCkJOT0+iczZs3IygoCAEBAQgMDMS7775rObZz5064uLhgxIgRlq/q6urWeRcOrL5y5e8ZgAWRv4a7czeUXLmEjMK9WBg/D//M3ISF6jxkFqVi5aqV1h5umyu7KvDcLjMm7dBwf1cJBx834NnBvEOQiIha102XCOfPn4958+Zhzpw52LJlC+bOnYuUlJQG53h7e+OLL75Ar169UFZWhpCQEAQHByMiIgIAMHToUGRkZLTuO3BQqqoibnkcsrMPYqRPONZEr///HlfqApwuK0bu+RzsP5WB4cOHQ33L8fZcfV2sY+4uDaVXgf8eq+C5wbxDkIiI2kaTFazz588jKysLTz/9NAAgJiYGeXl5yM/Pb3BeREQEevXqBQBwd3eHv78/8vLyWnfE1KAzuwRglDGyYY8rYwTOVpxBZW0FPtnyCTKzMh0qXFVcFViU5YRHvtAwyF1CdowBP/dn1YqIiNpOkwGrqKgIffr0gcFQV+CSJAk+Pj4oLCy86Qvl5OQgJSUFDz74oOVnubm5CA4ORmhoKN57771bDqSyshLl5eWWr9ra2rt5P3bPZDLhyZlPWvZbebr2RFp+cqP9Vs6dOjnknYLfntIRGG/GlsIOWBsh4+vJCvp1YbAiIqK2ddMlwhv/tV//Ad6U4uJiTJs2DevWrUOfPn0AAMHBwSguLoa7uzuKi4sxefJkeHp6YubMmU2+xvjx4xt8bzKZ8NJLLzXrTVy+fLlZ59m6p59+Gl/t+AqQJHR39YQmdJwpP4Uz5aewSJ2PUcZIpBUkI7MoFR9++CHGjx+PkpISaw+7TVSagdeynfD+yY6I7GHGB4HnMKyXGxxkalAzOMp1gpqH84FudK9zwsPDo8H3TQasvn37ori4GGazGQaDAUIIFBUVwcfHp9G5p0+fxsSJE7F06VLMmDHD8nM3NzfLn729vfHUU09h9+7dNw1YiYmJGDFihOV7JycnODk53fUbszcmk6lBuOrSyR0nLuTCz3MQaq5V48i5Q9hXnF633+pNx6pc7Tyt49ldGs5VA38ZI+P5oZ1QetnN7ucE3TnOCboe5wPdqCXnRJNLhD179kRQUBA++ugjAEB8fDyMRmOj2/zPnDmDhx56CC+99BJmz57d6Jiu6wCAiooKbN++HUFBQTcdSOfOneHm5mb5upNwZc9UVYVHNw+sXrUazh1d8LD/ZPTrZrSEq8racofdb1V1TeC/kjVM+FxDX1cJB2IM+MX9CmTutSIiIiu7aZuG9evXY/369Rg0aBDeeOMNbNiwAQAwefJky52Br776KgoLC/H2229bWjFs3LgRQF0oCwwMxPDhwxEeHo6HH34YzzzzTBu8JftRv5ndz20wnh+7CEO8ArAjZxumDpuBkT7hqKwtx8Wqi5AlyeH2W+06o2NYvBkbcnW8PVrGd1MU+LkxWBERUfsgiVttrmoDWVlZCAkJQWZmJoKDg+/qNUpKSuyy1Nu7V294OxktLRiEEIhVF6C8pgwT/SdjXdJbgBCIXRKLFStWWHu4beKKWeC36TreOahjjJeED8YrGODeOFjZ65ygu8c5QdfjfKAbtfScYCf3dkpVVZw/f77JFgwFJSexN283IAQem/aYw4Sr5LM6RsSbsf6wjtXhMhKnNB2uiIiIrI0Bq52KWx4HSZIaPfImNT8JBqUDMotSEbskFgkJCVYeaeurNgvE7tUw9jMNnp0k7I82YGGgAkVmuCIiovaJD3tup3Jzc+HasYvlkTfhvmOxN283MotSIUNGVFSUQ1SuUs7pmJOooaAS+PMoGQsDZAYrIiJq9xiw2qnBgwej4tQVlNeU4uCZ77GvOB2SJEGWZEydNtXuK1c1ZoFXM3WsztYR2kPC1kcU+HdlsCIiItvAJcJ2QFVVBAcFw9XFFcFBwVBVFUuXLcXxC7nw6zEIXZ27QpJkQACLlyy2+3CVdl5HcIIZbx/U8adQGUmPMVwREZFtYcCysuufK/hM6AvoUOqMmJgYAHWtLty9O6PCXI7hw4fhk/hP7HpZsFYTeDlNw+htGlwNErKmG2AarsDAJUEiIrIxXCK0IlVVMXvWbIz0CceqqLWQJAlPBM9CbMICvB73OjKzMhEdHW3tYbaJjAt1e62OlgHLQ2SYhssMVkREZLNYwbKS+spVdU1N41YM/SJw5MgRK4+wbdRqAkvTNYRv1eCkAJnTDfhtEKtWRERk2xiwrCRueRzCjGPg5zkQaQV7GrRiSCtIhr+/v5VH2PqyLgqEfmrGnw/o+H2wjL3TDAj0YLAiIiLbxyVCK8nNzcUzoS+gt1sfLN2+CLHqAoQZIyytGNQ3VWsPsdVc1QRe36/jj/t0BHgA6VEGDO/OYEVERPaDFSwrGTx4MNIL92DcgIcQN2UNymvKsC7pLeReOmTXzxX8/pJA2Kdm/HGfjleCZKROY7giIiL7w4BlJUuXLUVa/h7EJizAmfLTcHN2h6absemjTXYZrq7pAn/I0jAywQwdQFqUAb8PUdBRYbgiIiL7w4BlJdHR0YiPj4fmUYuN6e9B86i128pVdonAqE/N+EOWjpdHyMiIMiDIk8GKiIjsFwNWK2uqiWi96OhoZGZloupKFTKzMu0uXJl1gdf3aQhJMOOqDqROM+API1m1IiIi+8eA1Ypu1kT0+pBlrw6VCIzequHVTB2Lh8nInG5ASA8GKyIicgy8i7AVLY5djM5OXXCgOAulVy5jVthzEELg9bjX7baBqFkXWHVAx+8ydfi5ASlTFYT1ZI4nIiLHwk++VqKqKvLy8zDEKwBzx/wS7s7dsGx7LLq79rDbJqKHLwtEbNPwSoaOhYEysqYbGK6IiMghsYLVSuKWx2GkTzhWR6+zPAJnkTofSSe+g/9Q+2oiqukCa7J1LMvUYewMJD+mINyLwYqIiBwXPwVb0PUb2g8cONDoETijjJG4crUKS5cttfJIW05uqUDkZxpeStPxX/fL2BdtYLgiIiKHx0/CFnLjhnbnDi5IzU9q8Aicvfm74evraxd3C2q6wJoDGkaoZlyqEdj9mIKVoxQ4G7iRnYiIiEuELaT+2YKrotZCkiT0cuuNZdtjsVCdh3DjWKQVJCOzMNUu7iA8VibwTKKGPecEfh0gIy5UhguDFRERkQUrWC0kNzcXoT5jLEuCDwx8GI8OnYoDp7LsppGoLgTePqhheLwZZ6sFEqcoWDNaYbgiIiK6AStYLaT+2YJPBM+CJEkQQuBS1QUEDgtEZlamtYd3z06U11Wtdp8VePF+GX8MleHagcGKiIioKQxY90BVVcQtj0Nubi569eqFk/n7EJuwAGH9IpBWkIz0ghSob9r2kqAuBN7L0fFSmg4vZ2DnFAXje7PwSUREdCv8pLxLN25q9xS9AAAX5bN2sySYVy7w0Oca/muPjmcGyTgQY2C4IiIiagZWsO7SksVLMNIn3LKp/YngWYhNWACtay1Onjxp7eHdE10IrD+sY0mqDs9OwLeTFTx4H4MVERFRc/FT8y6oqor8/PxGfa7C+kXYfJf2/AqBh/+t4YVkHbMGysiOMTBcERER3SF+ct6FuOVxcOnoirT85EZ9rvz9bbNLuxAC/31YR2C8GcfKBL6apGBtpIIuHbmRnYiI6E5xifAu5ObmYpzfROzI2YZYdQHCjBFIzU+q63P1lu1tai+sFHhul4avTwk8N1jC6nAFbgxWREREd40VrLswePBglFy5iOVTVqO8pgwb9vwFR84dQn/f/ja1qV0IgQ1HdARsMeNwqcCORxX8zzgDwxUREdE9YsBqhuufMRgcFIyJD09EWv4ebMvegon+kxF4XxAqayuwavUqaw+12YorBSbv0PDcbg0zfCUcfNyAH/XldCAiImoJXCK8jfp2DJ2duuCa+RqOHT6Offv3YcmSJfj2m2+xMf09+Pv7Q33TNloyCCHwwVGBhXs1uBqAz3+kYLIPgxUREVFLYsC6jbnPzgUADPEKQJgxAmn5yUgvTMGmTZtw9uxZK4/uzpyuEvj5bg3/LhKYPVDCm6MVdHPiciAREVFLY8C6BZPJhIryCoz0Ccfq6HWWfleL1PnYV5xh7eE1mxACHx0XeHGPhk4KsO0RBY/1Y9WKiIiotfBT9iZMJhPWrFoDAYHCy/nYdfxbAHX9rkYZIyGEbuURNs+ZKwLTvtLws50apvhIOPS4geGKiIiolfGTtgmqqmLlypUI6huK58cugk83I5ZuX4TEY9/U9bvK2w2njk7WHuYtCSHwj+M67t9iRtoFgU8fVvD3CQZ4dOKSIBERUWvjEmET6h+DsyZ6vWVZcGH8PLyb+GckfL8ZmUWpMJlM1h7mTZ27IrAgScOnBQJP+Ul4d4yC7gxWREREbYYVrBvc7DE44b5jcaHyPPafykRUVBRWrFhh5ZE2JoTA5hN1VavkcwLxExX874MGhisiIqI2xoB1nfqWDJIkITU/qeFjcPJ2Q4KE2MWLkJCQYOWRNna+WmDGtxqe/I+Gh+6r22sV7cv/vURERNbAJcLr1C8NniotQkbhXixS52OUMRJ783YjsygVXj292mXl6pOTOl5I1gAA/3pIwYz+DFZERETWxID1g/qlwUljo9HbrQ+Wbl+EI+cO4ftTmXAydAIArF231sqjbOhijcAvkjX866RAjK+E9yIU9HTmciAREZG1MWD9YHHsYiiSgnVJb8HPcyCeCpmDrKI0HL94FFAEVLV9dWpPyNOxIFmDWQc+flDBE/0ly54xIiIisi6uJaGu51Vefh6Ge4dgQeSv4dbJHR9nfgCzboamm7Hpo03tJlxdqhH4yX/MiP5Gw+iedXutnvSTGa6IiIjaEYevYNU3FG2qLcOB01no79u/3YSrrfk65idpuKoDH01Q8BM/Vq2IiIjaI4euYNWHK/zQnf3GtgyarmHV6lVWHiVQUiMw6zszor7WENajrmr10wGsWhEREbVXDlvBMplMWLVyFWRJhhACH6auRy+33nhg4MOWtgy+vr5Wr15tL9AxL0lDtRn4cLyCWQNZtSIiImrvHDJg1T8KBwCC+oZilDESqflJWLY9Fo8OnYoLFeeQWZQKVVWtNsbSWoFfp2j48JjA5L4S/nusgvtcGayIiIhsgUMGrOcXPA9FVgBIKK8pQ2+3PlgTvR4L4+fh6yP/BoSAyWSyWvXqiyIdP9+toeIq8P44BXMGsWpFRERkSxxuD5bJZML5C+cR5B2KBZG/hrtzNyzdvgi7jn+LcN+xEEJH7JJYqzQULbsqMDfRjMk7NAR0k3DwcQOeGcy9VkRERLbG4SpYb7/5Njo7dcHB0/tRXlOGWWHPAULg72l/Q2enLpAl2Srh6qtiHXN3aSi7CvzPWAVzB7NqRUREZKscqoJlMplw1XwVQ7wCMHfML+Hu3A3Ltseie+ceOH7xKDKLUjFl6pQ2HVP5VYF5u8340Rca/LvWVa2e82fVioiIyJY5TAVLVVWsXrkanZ26IPv0PpTVlGJW2HMQQkfSie8AAFFRUW36IOdvTtVVrUpqgfWRCn7uz6oVERGRPXCYCtYLz78AHXqj6pVn5564crUKnp7d2yxcVVwVeD5Jw8P/1jDATUJ2jAHzhrBqRUREZC8cooKlqiouXriIkT7hWB29ztKtfZE6H0knvoMEqc0e5PzdaR3PJmq4UAP8NULGgiEyZAYrIiIiu+IQFaznFzwPAdGoW/soYySuXK1C7JLYVm/JUHlN4JfJGh78XEO/LhIOxBjwwlCF4YqIiMgO2X3AMplMuHTxEpwMnZCanwQhBABYurV79fRq9bsGE8/oGBZvxsajOt4dI+M/P1bQ343BioiIyF7Z9RJhfcd2RVZwVatFRuFeLIyfh3Dfsdibt7vVu7VXXRP4bbqOdw7piPSS8NUkBQPcGayIiIjsnV0HrBeefwEAEORd9zicHTnbsL84A9mn96GjwQleXl6ttjSYdFbHM4kaTlUBb4bLeDGAe62IiIgchd0GrPqN7aE+oxttbD9y7hAqayuwae2HLf7fvWIWWJqu462DOkZ7Sfj8RwoGdWWwIiIiciR2G7AWxy6GgECYMaLRxvasorRWedbgnnM65uzUUFQFrBol41cBMhSZ4YqIiMjR2OUmd1VVkZfNksMFAAALjklEQVSfB1mS22Rje7VZYEmqhshtGrp3krA/2oBFwxSGKyIiIgdllxWsZ595FoqkQBd6q29sTz2vY/ZODfmVwIowGYsCWbUiIiJydHYXsEwmE8rKyzDSJ7zBxvb9xRmAJLXY0mCNWeD3WTpWHtAR4ikha7qCod0YrIiIiMgOA9Zf3vkLRvqEY030esvG9oXx83Di4lFU1Ja3yNJg+oW6vVbHy4HXR8pYPEyGgVUrIiIi+oHd7cGqvVrbqGN7uO9YlNeUwWg03ttrawKvpGsYvVWDs0FC5nQDfjNCYbgiIiKiBuwqYA0YMAASpCY3tkuQsHLVyrt+7cwLAiMTzFh5QMdrITJSpikI8GCwIiIiosbsaokwPy8fxu5+yCjci1h1AcKMEZaN7d3cu93V3qurmkDcPh1/3K9jmAeQEWXAsO4MVkRERHRzdhOwTCYThBB4dOhU9Hbrg7+n/Q0b9vwF7s5dIUHCho0b7vg1918SmL3TjJzLwKvBMl4eIaMDlwOJiIjoNuxiifCzzz7DypUrIUl1y4PjBjyEv/30n/jql6nw7toPsqzcUfXqmi7wWqaG0AQzACB9ugGvBisMV0RERNQsdlHBmvfzeQCAzh27NNn3asCAAc1+re8vCcxJNCO7BHglSMYrI2R0VBisiIiIqPlsPmCZTCZoZs3SmuG3236N1Pwk7CtOhyTJcOrohGPHjt32da7pAiv26/jDPh2D3YG0KAOCPRmsiIiI6M7ZfMBauXIlZEm2tGb407S3AQD/zNyEtbvX4ON//uu2r3GwRGBOoob9lwR+M1zGsmAZTqxaERER0V2y+T1YiqTApaMr0vKTG7VmkCX5lnuvzLrAn/ZrCEkwo9oskDJNQVyownBFRERE98TmK1gCApF+E7AjZ5ulNUNqfhIyi1IRFRV107+Xc7muapV5UcA0TMbvgmV0MjBYERER0b2z+QqWBAkXK89j+ZTVKK8pw4Y9f8GRc4cgQ0ZCQkKj8826wIr9GoJUMyquCeyZquBPYQrDFREREbUYm69gaUJDRuFeCCEw0X+y5c7BphwpratapZ0XWDxMxh9CWLUiIiKilmfzAUsIAUmSsP9UpuXOwfqf19N0gbcO6nglQ0e/zkDSVAVjvGy+eEdERETtlM0HLAC4dOkSPDw8mjx2tFTgmV0aUs4JLAyUETdShjOrVkRERNSK7CJgNUXTBd45pOO36Tq8XYFdjymI7MWqFREREbU+uwxYx8sEnknUkHxO4MUAGX8MleHCqhURERG1kZuWdI4dO4YxY8Zg0KBBCAsLQ05OTpPnxcXFwc/PD35+fli2bFmzj7UGXQi8e1DDsHgzTl8R2DlFwVujFYYrIiIialM3DVjz58/HvHnzcPToUZhMJsydO7fRObt27cLHH3+MAwcOICcnB1988QW+/PLL2x5rDSfLBR78XMOLKTrmDpZxIMaAcb25JEhERERtr8kEcv78eWRlZeHpp58GAMTExCAvLw/5+fkNztu8eTPmzJkDV1dXODk54dlnn8XHH39822MtSQiBDSc6YFi8GQUVAv/5sYJ3IxS4dmDVioiIiKyjyYBVVFSEPn36wGCo26IlSRJ8fHxQWFjY4LzCwkL069fP8r3RaLScc6tjTamsrER5ebnlq7a2tllvIOOigGl/J/xsoIzsxw2Y0IdVKyIiIrKum25yl6SGFaDr+0rd7Lwbz7nVsRuNHz++wfcmkwkvvfTSLf8OAPSXgeSIcvj3csPVCqDktn+DHMHly5etPQRqZzgn6HqcD3Sje50TN7aLajJg9e3bF8XFxTCbzTAYDBBCoKioCD4+Pg3O8/HxabBsWFBQYDnnVseakpiYiBEjRli+d3JygpOTU7PelL/U+I0RcU7QjTgn6HqcD3SjlpwTTa6n9ezZE0FBQfjoo48AAPHx8TAajTAajQ3OmzFjBj788ENUVVWhtrYW77//Pp588snbHmtK586d4ebmZvlqbrgiIiIiam9uumFp/fr1WL9+PQYNGoQ33ngDGzZsAABMnjwZGRkZAIAHHngAM2fORGBgIIYMGYJHHnkEjz766G2PEREREdkzSdxuc1Qry8rKQkhICDIzMxEcHHxXr1FSUsJSLzXAOUE34pyg63E+0I1aek7Y/C13tbW1WLFiRbPvOiT7xzlBN+KcoOtxPtCNWmNO2HwFq7y8HO7u7igrK4Obm1srjJBsDecE3Yhzgq7H+UA3ao05YfMVLCIiIqL2hgGLiIiIqIXdtNFoW6murgYAHD58+K7+fmVlJQBg//796Ny5c4uNi2wX5wTdiHOCrsf5QDdqqTnh7+8PFxcXAO1gD9Y//vEPyzMPiYiIiGzV9fvJrR6wLl68iC+//BJGoxHOzs7WHAoRERHRXWtXFSwiIiIie8NN7kREREQtjAGLiIiIqIW164B17NgxjBkzBoMGDUJYWBhycnKaPC8uLg5+fn7w8/PDsmXLmn2MbEtz5sPmzZsRFBSEgIAABAYG4t1337Uc27lzJ1xcXDBixAjLV/1drGSbmjMnPvjgA3Tt2tXy/3zChAkNjvMaYV+aMyfeeOONBtcBNzc3LFq0CACvE/bmxRdfhNFohCRJOHjw4E3Pa5UcIdqxCRMmiI0bNwohhPjkk09EeHh4o3MSExPF0KFDRWVlpaipqREhISFix44dtz1Gtqc58yEpKUmcOXNGCCFEaWmp8PPzE0lJSUIIIb777jsREhLSZuOl1tecObFx40YRExPT5N/nNcL+NGdOXK+2tlZ0795dZGRkCCF4nbA3iYmJoqioSPTr109kZ2ff9JzWyBHttoJ1/vx5ZGVlWVo4xMTEIC8vD/n5+Q3O27x5M+bMmQNXV1c4OTnh2Wefxccff3zbY2RbmjsfIiIi0KtXLwCAu7s7/P39kZeX19bDpTbQ3DlxK7xG2Je7mROffvopvL29ERIS0kajpLY0btw4eHt73/Kc1soR7TZgFRUVoU+fPjAY6nqhSpIEHx8fFBYWNjivsLAQ/fr1s3xvNBot59zqGNmW5s6H6+Xk5CAlJQUPPvig5We5ubkIDg5GaGgo3nvvvVYfN7WeO5kTiYmJGDFiBCIiIrBlyxbLz3mNsC93c53YsGED5s6d2+BnvE44ltbKEVbv5H4rkiQ1+F7cpKPE9efdeM6tjpFtae58AIDi4mJMmzYN69atQ58+fQAAwcHBKC4uhru7O4qLizF58mR4enpi5syZrTpuaj3NmRNTpkzBzJkz4eLigsOHD+ORRx6Bt7c3wsPDG70GrxG2706uE0VFRUhKSmpQkeB1wjG1Ro5otxWsvn37ori4GGazGUDdmyoqKoKPj0+D83x8fBqUfwsKCizn3OoY2ZbmzgcAOH36NCZOnIilS5dixowZlp+7ubnB3d0dAODt7Y2nnnoKu3fvbps3QC2uuXPC09PT0vhvyJAhmDx5MpKTkwHwGmFv7uQ6AQAbN27E1KlT4eHhYfkZrxOOp9VyxL1sHmtt48ePb7BZcdSoUY3O+e6778T999/fYAPaF198cdtjZHuaMx9Onz4t/P39xfvvv9/kMU3ThBBClJeXizFjxogNGza06pipdTVnThQXF1v+fPbsWTFgwADx7bffCiF4jbBHzZkTQgih67rw9fUVX3/9dYOf8zphn261yb21ckS7DlhHjhwR4eHhYuDAgSIkJEQcPHhQCCHEpEmTRHp6uuW81157Tfj6+gpfX1/x8ssvN3iNWx0j29Kc+fDcc88JFxcXMXz4cMtXfdh69913xdChQ8WwYcPE0KFDxe9+9zuh67rV3g/du+bMiZdfflkMHTpUDB8+XAQGBoq//vWvDV6D1wj70tzPjW+++UYYjcZG1wBeJ+zLCy+8IO677z6hKIrw8vISfn5+Qoi2yRF8VA4RERFRC2u3e7CIiIiIbBUDFhEREVELY8AiIiIiamEMWEREREQtjAGLiIiIqIX9H1Adxw9tOfZ3AAAAAElFTkSuQmCC"
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot([0,1],[0,1])\n",
    "scatter!(transRed_SZA_tot,transRed_clump_SZA_tot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layer=1:1:21\n",
    "\n",
    "#Clumping index\n",
    "CanopyRT.canopy.Ω = 1.0\n",
    "# Compute Long Wave (Last term is LW incoming in W m^-2)\n",
    "F⁻,F⁺,net_diffuse=CanopyRT.computeThermalFluxes!(arrayOfLeaves, canOpt, canRad, canopy, soil, [Float32(400.0)])\n",
    "\n",
    "#Clumping index\n",
    "CanopyRT.canopy.Ω = 0.5\n",
    "# Compute Long Wave (Last term is LW incoming in W m^-2)\n",
    "F_clump⁻,F_clump⁺,net_diffuse_clump=CanopyRT.computeThermalFluxes!(arrayOfLeaves, canOpt, canRad, canopy, soil, [Float32(400.0)])\n",
    "\n",
    "plot(F⁻[:],layer)\n",
    "plot!(F_clump⁻[:],layer)\n",
    "plot!(F⁺[:],layer)\n",
    "plot!(F_clump⁺[:],layer)\n",
    "plot!(net_diffuse[:],layer)\n",
    "plot!(net_diffuse_clump[:],layer)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.3.1",
   "language": "julia",
   "name": "julia-1.3"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.3.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
